Moncef Gabbouj

Dr. MONCEF GABBOUJ received his BS degree in electrical engineering in 1985 from Oklahoma State University, Stillwater, and his MS and PhD degrees in electrical engineering from Purdue University, West Lafayette, Indiana, in 1986 and 1989, respectively.

Dr. Gabbouj is a Professor of Information Technology at the Department of Computing Sciences, Tampere University, Tampere, Finland. He was Academy of Finland Professor during 2011-2015. He was a visiting professor at the Departments of Electronic and Computer Engineering and Computer Science and Engineering, Hong Kong University of Science and Technology, Hong Kong. Dr. Gabbouj was on sabbatical leave as a visiting scholar at the Viterbi School of Engineering, University of Southern California, Los Angeles, California, during spring 2012, a visiting professor at the School of Electrical and Computer Engineering of Purdue University, West Lafayette, Indiana during fall 2011, and a visiting professor at the American University of Sharjah, UAE in 2007-2008. He was Head of the Department during 2002-2007. Dr. Gabbouj was Senior Research Fellow of the Academy of Finland during 2007-2008 and 1997-1998. He is the co-founder and past CEO of SuviSoft Oy Ltd. From 1995 to 1998 he was a Professor with the Department of Information Technology of Pori School of Technology and Economics. From 1994 to 1995 he was an Associate Professor with the Laboratory of Signal Processing of Tampere University of Technology, Tampere, Finland. From 1990 to 1993 he was a senior research scientist with the Research Institute for Information Technology, Tampere, Finland. Dr. Gabbouj is currently the Finland Site Director of the NSF IUCRC funded Center for Visual and Decision Informatics and a former member of the Science Council of Tampere University of Technology. His research interests include Big Data analytics, multimedia content-based analysis, indexing and retrieval, artificial intelligence, machine learning, pattern recognition, nonlinear signal and image processing and analysis, voice conversion, and video processing and coding.  

Dr. Gabbouj is a Fellow of the IEEE and Asia-Pacific Artificial Intelligence Association. He is member of the Academia Europaea, the Finnish Academy of Science and Letters and the Finnish Academy of Engineering Sciences. He is a member of the IEEE Signal Processing Society Fourier Award Committee and Vice-Chair of the IEEE Computer Science Society Harry Goode Award Committee. He served as Distinguished Lecturer for the IEEE Circuits and Systems Society in 2004-2005, and Past-Chairman of the IEEE-EURASIP NSIP (Nonlinear Signal and Image Processing) Board. He was chairman of the Algorithm Group of the EC COST 211quat. He served as associate editor of the IEEE Transactions on Image Processing, and was guest editor of Multimedia Tools and Applications, the European journal Applied Signal Processing. He is the past chairman of the IEEE Finland Section, the IEEE Circuits and Systems Society, Technical Committee on Digital Signal Processing, and the IEEE SP/CAS Finland Chapter. Gabbouj served as the General Co-Chair of IEEE SPS and CAS flagship conferences, ICIP 2020, ICIP 2024, ISCAS 2019 as well as ICME 2021. He was also Chairman of EUVIP 2014, CBMI 2005, WIAMIS 2001 and the TPC Chair of ISCCSP 2006 and 2004, CBMI 2003, EUSIPCO 2000, NORSIG 1996 and the DSP track chair of the 1996, 2012, 2013 and 2014 IEEE ISCAS. He is also member of EURASIP Advisory Board and past member of AdCom. He also served as Publication Chair and Publicity Chair of IEEE ICIP 2005 and IEEE ICASSP 2006, respectively. Dr. Gabbouj was Honorary Guest Professor of Jilin University, China (2005-2010).

Dr. Gabbouj was the Director of the International University Programs in Information Technology (1991-2007) and vice member of the Council of the Department of Information Technology at Tampere University of Technology. He is also the Vice-Director of the Academy of Finland Center of Excellence SPAG, Secretary of the International Advisory Board of Tampere International Center of Signal Processing, TICSP, and member of the Board of the Digital Media Institute. He served as Tutoring Professor for Nokia Mobile Phones Leading Science Program (2005-2007 and 1998-2001). He is a member of IEEE SP and CAS societies.

Dr. Gabbouj was the recipient of the 2017 Finnish Cultural Foundation for Art and Science Award, the 2015 TUT Foundation Grand Award, the 2012 Nokia Foundation Visiting Professor Award, the 2005 Nokia Foundation Recognition Award. He is the co-recipient of the Myril B. Reed Best Paper Award from the 32nd Midwest Symposium on Circuits and Systems and the NORSIG Best Paper Award from the 1994 Nordic Signal Processing Symposium. He was also the supervisor of the main author receiving the Best Student Paper Award from IEEE International Symposium on Multimedia, ISM 2011, the IBM Best Paper Award at ICPR 2014 and IPTA 2016. He published two books and over 850 journal and conference papers and supervised 54 doctoral and 76 Master theses.

Dr. Gabbouj is the Finland Site Director of the NSF IUCRC funded Center for Big Learning (CBL) as well as the former NSF Center for Visual and Decision Informatics (CVDI). He also led the Artificial Intelligence Research Task Force of the Ministry of Economic Affairs and Employment funded Research Alliance on Autonomous Systems (RAAS). Dr. Gabbouj has been involved in several past and current EU Research and education projects and programs, including Horizon, ESPRIT, HCM, IST, COST, Tempus and Erasmus. He also served as Evaluator of IST proposals, and Auditor of a number of ACTS and IST projects on multimedia security, augmented and virtual reality, image and video signal processing.

Current position

1.9.1998 – Professor, Faculty of Information Technology and Communication Sciences, Tampere University, Tampere, Finland (prior to 1.1.2019, Tampere University of Technology)

2015 – Director, National Science Foundation IUCRC CVDI Finland Site

Previous work experience

2011 – 2015: Academy of Finland professor, Academy of Finland, Tampere University of Technology, Finland

2012 – 2013: Visiting Professor, Department of Electronics and Computer Engineering and the Department of Computer Science and Engineering, Hong Kong University of Science and Technology, Hong Kong

2011 – 2012: Visiting Professor, School of EE, Purdue University, West Lafayette, IN (Aug. – Dec. 2011), & Viterbi School of Engineering, University of Southern California, Los Angeles, CA, (Jan. – June 2012) USA

2007 - 2008: Senior Research Fellow, Academy of Finland, TUT, Tampere, Finland and Visiting Professor, Department of Electrical Engineering, American Univ. of Sharjah, UAE (August 2007– May 2008)

2002 - 2007: Head, Department of Signal Processing, Tampere University of Technology, Tampere, Finland 

1998 – 2007: Tutoring Professor, Nokia Leading Science Program, Nokia Mobile Phones Leading Science Programs 1-4 (1998-2002); and Leading Science 8 and 9 (2005-2007)

1997 - 1998: Senior Research Fellow, Academy of Finland, TUT, Tampere, Finland.

1.11.1995 – 31.8.2000: Professor, Department of Information Technology, Pori, TUT, Pori, Finland (moved to main Campus on 1.9.1998 as a full professor)

1.4.1994 – 31.10.1995: Associate Professor (apulaisprofessori), Signal Processing Laboratory, Tampere University of Technology 

1993 – 1994: Acting Associate Professor, Signal Processing Laboratory, Tampere University of Technology

1990 – 1993: Lecturer (tuntiopettaja), Signal Processing Laboratory, TUT, Tampere, Finland

Dr. Gabbouj’s research interests include applied artificial intelligence, machine learning, Big Data analytics, multimedia communications, pattern recognition, nonlinear signal and image processing, voice conversion, and video processing and coding. He published three books and over 900 journal and conference papers and supervised 64 doctoral and 80 Master theses.

o   Award for Excellence (Technical Achievement), IEEE Technical Committee on Hyper-Intelligence (HITC), 2025.

o   Fellow of the Industry Academy of the International Artificial Intelligence Industry Alliance, 2024.

o   Golden Badge of Honour, Tampere University, 2023.

o   Honorary Professor, China University of Petroleum (East China), Qingdao, China, 9 June 2023

o   International Entrepreneurship and Innovation Tutor, NUIST Waterfront Institute, Nanjing University of Information Science and Technology, 29 March 2023

o   Fellow of the Asia-Pacific Artificial Intelligence Association, 2021.

o   Finnish Academy of Technical Sciences, member since 2019

o   2017 Finnish Cultural (Pirkanmaa Regional) Foundation Award

o   Conferrer of Degrees (Promootori) at the 2017 Ceremonial Conferment of Doctoral Degrees at Tampere University of Technology

o   Academy of Finland Professor, 2011-2015

o   TUT Foundation Recognition Award, 2015

o   Academia Europaea, member since 2014

o   Finnish Academy of Science and Letters, member since 2014

o   IEEE Fellow, 2011

o   Honorary Guest Professor, Jilin University, Changchun, Jilin Province, China, 2005-2009

o   Recipient, Nokia Foundation Recognition Award, 2005

o   Recipient, Nokia Foundation Visiting Professor Grant, 2011-2012

o   Co-author, 1st Prize, Most Impactful Paper Award, 2019 IEEE Engineering in Medicine and Biology” for the paper “Real-Time Patient-Specific ECG Classification by 1-D Convolutional Neural Networks,” vol 63, no. 3, pp. 664-675, March 2016.

o   Co-author, 1st place at the Annual Computing in Cardiology/PhysioNet Challenge 2017

o   Co-author, 2nd place at the Annual Computing in Cardiology/PhysioNet Challenge 2016, held with Computing in Cardiology and PhysioNet 2016 Conference, Vancouver, Canada, 11-14 September 2016

o   Co-author, 3rd place at the BCI Challenge at NER 2015 held in Montpelier, France, 22 April 2015

o   Co-author, IBM student Best Paper Award, ICPR 2014

o   Co-author, Best 10% Paper Certificate, VCIP 2016

o   Recipient: 2nd and 4th place in MRS-Bing International Multimedia Challenge, ICME 2014

o   Recipient: 3rd place, International Competition on Face Antispoofing, ICB    2013

o   Co-author, Student Best Paper Award, EUVIP 2013

o   Co-author, Student Best Paper Award, ISM 2011

o   Recipient, Best Paper Award, Nordic Signal Processing Symposium, NORSIG 1994

o   Recipient, Myril B. Reed Best Paper Award, Midwest Symposium on Circuits and Systems, 1989

• IEEE John Choma Education Award Committee, 2021.
• IEEE Fourier Award for Signal Processing Committee, 2013-2014; 
• IEEE Signal Processing Society Big Data Interest Group (BIG-SIG), 2014; 
• EURASIP Advisory Committee, since 2012; 
• General co-Chair of IEEE International Symposium on Circuits and Systems, 2019; 
• General co-Chair of IEEE International Conference on Image Processing, 2020; 
• Director, NSF Center for Visual and Decision Informatics, Finland Site; 
• Distinguished Lecturer, IEEE DLP of the CAS society, 2004-2005; 
• Chairman, IEEE Finland Section, 2002-2003; Executive Committee member, 2004-2005; 
• Chairman, Technical Committee on DSP, IEEE Circuits and Systems Society, 1994- 1995, Chairman-Elect, 1993-1994, and Secretary, 1991-1992; 
• Chairman, IEEE Signal Processing and Circuits and Systems, Finland Chapter, 2002-2004; 
• Member, Editorial Board of Signal, Image and Video Processing, Springer; 
• Associate Editor, IEEE Transactions on Image Processing, 1994-1998; 
• Member, Editorial Board of EURASIP Book Series on Signal Processing and Communications; 
• Guest Editor, Springer Journal of Multimedia Tools and Applications, 2006; 
• Guest Editor, the European Journal Applied Signal Processing, 2002; 
• Guest Editor, the European journal Signal Processing, August 1994.

Research focus: Development of ML and AI-assisted tools for signal analysis, pattern recognition, and computer vision with applications in various fields including biomedical signal processing and industrial applications

Signal processing, image processing, video processing, pattern recognition, computer vision, medical signal and image processing, machine learning and artificial intelligence.

2011 – 2015: Academy of Finland professor, Academy of Finland; 
2012 – 2013: Visiting Professor, Hong Kong University of Science and Technology, Hong Kong; 
2011: Visiting Professor, Purdue University, USA; 
2012: Visiting Professor, University of Southern California, USA; 
2002 - 2007: Head of Department of Signal Processing, Tampere University of Technology

Journal Publications and Patents

A. PEER REVIEWED SCIENTIFIC JOURNAL ARTICLES

1. Edward J. Coyle, J.-H. Lin, and Moncef Gabbouj, "Optimal Stack Filtering and the Estimation and Structural Approaches to Image Processing," (Invited paper) IEEE Transactions on Acoustics, Speech, and Signal Processing, Vol. 37, no. 12, pp. 2037-2066, December 1989.
2. Moncef Gabbouj and Edward J. Coyle, "Minimum Mean Absolute Error Stack Filtering With Structural Constraints," IEEE Transactions Acoustics, Speech, Signal Processing, Vol. ASSP-38, pp. 955-968, June 1990.  
3. Bing Zeng, Moncef Gabbouj, and Yrjö Neuvo, "A Unified Design Method for Rank Order, Stack and Generalized Stack Filters Based on Classical Bayes Decision," IEEE Transactions on Circuits and Systems, Vol. 38, No. 9, pp. 1003-1020, September 1991.  
4. Moncef Gabbouj and Edward J. Coyle, "On the LP Which Finds a MMAE Stack Filter," IEEE Transactions on Signal Processing, Vol. 39, No. 11, pp. 2419-2424, November 1991.  
5. Petri Haavisto, Moncef Gabbouj, and Yrjö Neuvo, "Median Based Idempotent Filters," Journal of Circuits, Systems and Computers, Vol. 1, No. 2, pp. 125-148, 1991.
6. Moncef Gabbouj, Pa-Tao Yu and Edward J. Coyle, "Convergence Behavior and Root Signal Sets of Stack Filters," Circuits, Systems, and Signal Processing, Special issue on Median and Morphological Filtering, Vol. 11, No. 1, pp. 171-193, 1992.  
7. Moncef Gabbouj, Edward J. Coyle and Neal C. Gallagher, Jr., "An Overview of Median and Stack Filtering," Circuits, Systems, and Signal Processing, Special issue on Median and Morphological Filtering, Vol. 11, No. 1, pp. 7-45, 1992.  
8. Q. Wang, Moncef Gabbouj, and Yrjö Neuvo, "Root Signal Sets of Morphological Filters and Their Use in Variable-Length BTC Image Coding," Journal of Mathematical Imaging and Vision, Vol. 2, pp. 155-171, 1992.  
9. Q. Wang, Moncef Gabbouj, and Yrjö Neuvo, "Root Properties of Morphological Filters," Signal Processing, Vol. 34, No. 2, pp. 131-148, November 1993.
10. Jacek Niewȩgłowski, Moncef Gabbouj and Yrjö Neuvo, "Weighted medians — positive Boolean functions conversion algorithms," Signal Processing, 1993, vol. 34, no. 2, pp. 149 -161.
11. T. Sun, Moncef Gabbouj and Yrjö Neuvo, "Center Weighted Median Filters: Some Properties and Application in Image Processing,” Signal Processing, Vol. 35, No. 3, pp. 213-229, February 1994.
12. T. Sun, Moncef Gabbouj and Yrjö Neuvo, "Adaptive L-Filters with Applications in Signal and Image Processing," Signal Processing, Special Issue on Nonlinear Digital Signal Processing, Vol. 38, No. 3, pp. 331-344, 1994.
13. Ruikang Yang, Moncef Gabbouj, and Pa-Tao Yu, "Parametric Analysis of Weighted Order Statistic Filters," IEEE Signal Processing Letters, Vol. 1, No. 6, pp. 95-98, June 1994.  
14. Adrian G. Bors and Moncef Gabbouj, "Minimal Topology for a Radial Basis Functions Neural Network for Pattern Classification," Digital Signal Processing, Academic Press, Vol. 4, No. 3, pp. 173-188, July 1994.  
15. Ruikang Yang, Lin Yin, Moncef Gabbouj, J. Astola, and Y. Neuvo, "Optimal Weighted Median Filtering under Structural Constraints," IEEE Transactions on Signal Processing, Vol. 43, No. 3, pp. 591-604, March 1995.  
16. T. Sun, Moncef Gabbouj, and Yrjö Neuvo, "Analysis of Two-Dimensional Center Weighted Median Filters," Multidimensional Systems and Signal Processing, Vol. 6, No. 2, pp. 159-172, April 1995.  
17. Ruikang Yang, Moncef Gabbouj and Yrjö Neuvo, "Fast Algorithms for Analyzing and Designing Weighted Median Filters," Signal Processing, Vol. 41, pp. 135-152, 1995.  
18. Hexhin Chen, Ruikang Yang, Moncef Gabbouj, "On Root Structures and Convergence Properties of Weighted Median Filters," Journal of Circuits, Systems, and Computers, Vol. 14, No. 6, pp. 735-747, 1995.  
19. Lin Yin, Ruikang Yang, Moncef Gabbouj, and Yrjö Neuvo, "Weighted Median Filters: A Tutorial," IEEE Transactions on Circuits and Systems II: Analog and Digital Signal Processing, Vol. 43, No. 3, pp. 157-192, March 1996.
20. Ioan Tabus, Doina Petrescu and Moncef Gabbouj, "A Training Framework for Stack and Boolean Filtering--Fast Optimal Design Procedures and Robustness Case Study," IEEE Transactions on Image Processing, Special Issue on Nonlinear Image Processing, Vol. 5, No. 6, pp. 809-826, June 1996.  
21. Ioanis Pitas, Costas Kotropoulos, Nikos Nikolaidis, Ruikang Yang, and Moncef Gabbouj, "Order Statistics Learning Vector Quantizer," IEEE Transactions on Image Processing, Special Issue on Nonlinear Image Processing, Vol. 5, No. 6, pp. 1048-1053, June 1996.  
22. Alina Moga and Moncef Gabbouj, "Parallel Image Component Labeling with Watershed Transformation," IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 19, No. 5, May 1997, pp. 441-450.  
23. Marta Karczewicz and Moncef Gabbouj, "ECG Data Compression by Spline Approximation," Signal Processing, Vol. 59, No. 1, pp. 43-59, 1997.  
24. Lazhar Khriji and Moncef Gabbouj, "Median-Rational Hybrid Filters for Image Restoration", Electronic Letters, vol.34 No.10 pp. 977-979, May 1998.  
25. Alina Moga and Moncef Gabbouj, "Parallel Marker-Based Image Segmentation with Watershed Transformation," Journal of Parallel and Distributed Computing, JPDC-51 (1): 27-45, May 1998.  
26. Marta Karczewicz and Moncef Gabbouj, "Robust B-Spline Image Modeling with Application to Image Processing," IEEE Transactions on Image Processing, Vol. 7, No. 6, June 1998, pp. 912-917.  
27. Alina Moga, Bogdan Cramariuc and Moncef Gabbouj, "Parallel Watershed Transformation Algorithms for Image Segmentation," Parallel Computing, (24) 14 (Nov. 1998) pp. 1981-2001.  
28. Hannu Jaakkola, Moncef Gabbouj and Yrjö Neuvo, “Fundamentals of Technology Diffusion and Mobile Phone Case Study,” Circuits Systems and Signal Processing, Vol. 17, No. 3, 1998, pp. 421-448.  
29. Ridha Hamila, Jaakko Astola, Faouzi Alaya Cheikh, Moncef Gabbouj and Markku Renfors, “Teager Energy and the Ambiguity Function,” IEEE Transactions on Signal Processing, vol. 47, no. 1, pp. 260–262, January 1999.  
30. Lazhar Khriji and Moncef Gabbouj, "A Class of Multichannel Image Processing Filters", IEE Electronic Letters, vol. 35, no. 4, pp. 285-287, February 1999.  
31. Doina Petrescu, Ioan Tabus and Moncef Gabbouj, "Prediction Capabilities of Boolean and Stack Filters for Lossless Image Compression,” Multidimensional Systems and Signal Processing, Volume 10, April 1999, pp. 161-187.  
32. Lazhar Khriji, Faouzi Alaya Cheikh and Moncef Gabbouj, "High-Resolution digital Resampling Using Vector Rational," Optical Engineering, 38 (5) pp.893-901, May 1999.  
33. Lazhar Khriji and Moncef Gabbouj, "Vector Median-Rational Hybrid Filters for Multichannel Image Processing," IEEE Signal Processing Letters, vol.6, no. 7, pp. 186-190, July 1999.  
34. Doina Petrescu, Ioan Tabus and Moncef Gabbouj, "L-M-S Filters for Image Restoration Applications," IEEE Transactions on Image Processing, vol. 8, no. 9, September 1999, pp. 1299-1305.  
35. Lazhar Khriji and Moncef Gabbouj, “A New Class of Multichannel Image Processing Filters: Vector Median-Rational Hybrid Filters,” IEICE Transactions on Information and Systems, vol. E82-D, No. 12, pp. 1589-1596, December 1999.  
36. Lazhar Khriji, G. Bernacchia, M. Gabbouj and G.L. Sicuranza, “Programmable Hardware System for a Class of Nonlinear Order Statistics Rational Hybrid Filters,” IEE Electronics Letters, Vol. 36, No. 10, pp. 922-923, May 2000.  
37. Lazhar Khriji and Moncef Gabbouj, “Adaptive Order Statistics Rational Hybrid Filters for Multichannel Image Processing,” IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences, Vol. E84-A, no. 2, February 2001, pp. 422-431.  
38. Ilya Shmulevich, Moncef Gabbouj and Jaakko Astola, “Complexity of the consistency problem for certain post classes,” IEEE Transactions on Systems, Man, and Cybernetics—PART B: Cybernetics, Vol. 31, No. 2, April 2001, pp. 251-253.  
39. Azhar Quddus and Moncef Gabbouj, “Wavelet-based corner detection technique using optimal scale,” Pattern Recognition Letters, 23, issue 1-3 (2002) 215-220.  
40. Faouzi Alaya-Cheikh, Bogdan Cramariuc, Mari Partio, Pasi Reijonen and Moncef Gabbouj, “Ordinal Measure Based Shape Correspondence,” Journal of Applied Signal Processing, Special issue on Image Analysis for Multimedia Interactive Services – Part I, Vol. 2002, No. 4, pp. 362-371, April 2002.  
41. Lazhar Khriji and Moncef Gabbouj, “Adaptive Fuzzy Order Statistics-Rational Hybrid Filters for Colour Image Processing,” International Journal on Fuzzy Sets and Systems, vol. 128, No. 1, pp. 35-46, May 2002.  
42. Miska M. Hannuksela, Ye-Kui Wang, and Moncef Gabbouj, “Isolated Regions in Video Coding,” IEEE Transactions on Multimedia, vol. 6, no. 2, April 2004, pp. 259-267.  
43. Lazhar Khriji, Mahmoud Meribout, Moncef Gabbouj, A. Al-Naamany, “Fuzzy-Based Filtering of Multichannel Images (Invited Paper),” International Journal of Computational Cognition, Volume 2, Number 4, Pages 115–139, December 2004.  
44. S. Tsekeridou, F. Alaya Cheikh, M. Gabbouj, I. Pitas, “Vector Rational Interpolation Schemes for Erroneous Motion Field Estimation Applied to MPEG-2 Error Concealment,” IEEE Transactions on Multimedia, Vol. 6, No. 6, December 2004, pp. 876-885.  
45. Lazhar Khriji, M. Meribout and Moncef Gabbouj, “Detection and removal of video defects using rational-based techniques,” Elsevier Science, Advances in Engineering Software, vol. 36, issue 7 (2005) 487–495.  
46. Serkan Kiranyaz and Moncef Gabbouj, "Novel Multimedia Retrieval Technique: Progressive Query (Why wait?)", in IEE Proc. Vision, Image & Signal Processing, vol. 152, no. 3, May 2005, pp. 356-366.  
47. Serkan Kiranyaz, Ahmad F. Qureshi, and Moncef Gabbouj, "A Generic Audio Classification and Segmentation Approach for Multimedia Indexing and Retrieval," IEEE Transactions on Audio, Speech and Language Processing, vol. 13, no. 3, May 2006, pp. 1062-1081.  
48. Serkan Kiranyaz and Moncef Gabbouj, "A Generic Content-Based Audio Indexing and Retrieval Framework", in IEE Proceedings Vision, Image and Signal Processing, vol. 153, no. 3, June 2006, pp. 285-297.  
49. Chabane Djeraba, Moncef Gabbouj and Patrick Bouthemy, “Multimedia indexing and retrieval: ever great challenges,” Editorial, Multimedia Tools and Applications, special issue, Part I Video and Audio; vol. 30, no. 3, September 2006, pp. 221-228.  
50. Serkan Kiranyaz, Miguel Ferreira, Moncef Gabbouj, "Automatic Object Extraction over Multi-Scale Edge Field for Multimedia Retrieval", in IEEE Transactions on Image Processing, vol. 15, no. 12, pp. 3759-3772, December 2006.  
51. Serkan Kiranyaz, Moncef Gabbouj, "Hierarchical Cellular Tree: An Efficient Indexing Scheme for Content-based Retrieval on Multimedia Databases", IEEE Transactions on Multimedia, vol. 9, no. 1, January 2007, pp. 102-119.  
52. Mari Partio, Bogdan Cramariuc, and Moncef Gabbouj, “An Ordinal Co-occurrence Matrix Framework for Texture Retrieval,” EURASIP Journal on Image and Video Processing, vol. 2007, Article ID 17358, 15 pages, 2007.  
53. Mehdi Rezaei, Miska Hannuksela and Moncef Gabbouj, “Tune-in Time Reduction in Video Streaming over DVB-H,” in IEEE Transactions on Broadcasting, Special Issue on Mobile Multimedia Broadcasting, vol. 53, no. 1, Part 2, March 2007, pp. 320-328.  
54. Serkan Kiranyaz, Miguel Ferreira and Moncef Gabbouj, “A generic shape/texture descriptor over multiscale edge field: 2-D walking ant histogram,” IEEE Transactions on Image Processing, Volume 17, Issue 3, March 2008, pp. 377 - 391.  
55. Mehdi Rezaei, Miska Hannuksela and Moncef Gabbouj, “Fuzzy rate controller for variable bit rate video,” IEEE Transactions on Circuits and Systems for Video Technology, Volume 18,  Issue 5,  May 2008, pp. 633 - 645.  
56.  Esin Guldogan and Moncef Gabbouj, “Feature Selection for Content-based Image Retrieval”, Signal, Image and Video Processing, Vol. 2, No. 3, September 2008, pp. 241-250.  
57. Mehdi Rezaei, Imed Bouazizi and Moncef Gabbouj, “Joint Video Coding and Statistical Multiplexing for Broadcasting over DVB-H Channels,” IEEE Transactions on Multimedia, vol. 10, no. 8, December 2008, pp. 1455-1464.
58. Jin Li, Moncef Gabbouj and Jarmo Takala, “Hybrid Modeling of Intra-DCT Coefficients for Real-Time Video Encoding,” EURASIP Journal on Image and Video Processing, Volume 2008 (2008), Article ID 749172, 13 pages, doi:10.1155/2008/7491722009.
59. Mehdi Rezaei, Imed Bouazizi and Moncef Gabbouj, “Statistical Time-Frequency Multiplexing of HD Video Traffic in DVB-T2,” International Journal of Digital Multimedia Broadcasting, vol. 2009, Article ID 186960, 2009.  
60. Ying Chen, Ye-Kui Wang, Kemal Ugur, Miska Hannuksela, Jani Lainema and Moncef Gabbouj, “The Emerging MVC Standard for 3D Video Services,” Eurasip Journal on Advances in Signal Processing, vol. 2009, Article ID 786015, accepted 5 March 2008, published 2009.
61.  Kemal Ugur, Dmytro Rusanovskyy, Antti Hallapuro, Jani Lainema, Moncef Gabbouj, "Efficient implementation of adaptive interpolation filters for low complexity video coding," IEEE Transactions on Consumer Electronics, Volume 55, Issue 1, February 2009, pp. 257 - 263.  
62. Dmytro Rusanovskyy, Kemal Ugur, Antti Hallapuro, Jani Lainema, Moncef Gabbouj, ”Video Coding with Low Complexity Directional Adaptive Interpolation Filters,” IEEE Transactions on Circuits and Systems for Video Technology, Volume 19, Issue 8, Aug. 2009, pp. 1239 - 1243. 
63. Mehdi Rezaei, Imed Bouazizi and Moncef Gabbouj, “Implementing Statistical Multiplexing in DVB-H,” International Journal of Digital Multimedia Broadcasting, vol. 2009, Article ID 261231, 2009.
64. Turker Ince, Serkan Kiranyaz and Moncef Gabbouj, “A Generic and Robust System for Automated Patient-Specific Classification of Electrocardiogram Signals,” IEEE Transactions on Biomedical Engineering, Volume 56, Issue 5, May 2009, pp. 1415 - 1426.
65. Yi Guo, Ying Chen, Ye-Kui Wang, Houqiang Li, Miska Hannuksela, Moncef Gabbouj, “Error Resilient Coding and Error Concealment in Scalable Video Coding,” IEEE Transactions on Circuits and Systems for Video Technology, Volume 19, Number 6, June 2009, pp. 781-795.
66. Serkan Kiranyaz, Turker Ince, Alper Yildirim and Moncef Gabbouj, “Evolutionary Artificial Neural Networks by Multi-Dimensional Particle Swarm Optimization”, Neural Networks, doi:10.1016/j.neunet.2009.05.013, vol. 22, no. 10, pp. 1448-1462, December 2009.
67. Mehdi Rezaei, Imed Bouazizi, and Moncef Gabbouj, “Fuzzy joint encoding and statistical multiplexing of multiple video sources with independent quality of services for streaming over DVB-H,” International Journal of Innovative Computing, Information and Control, vol. 5, no. 7, July 2009, pp. 1837-1850.
68. Esin Guldogan and Moncef Gabbouj, “System Profiles in Content-Based Image Indexing and Retrieval”, Journal of Signal Image and Video Processing, DOI 10.1007/s11760-009-0137-0, 2009.
69. Serkan Kiranyaz, Stefan Uhlmann, Turker Ince and Moncef Gabbouj, "Perceptual Dominant Color Extraction by Multi-Dimensional Particle Swarm Optimization," EURASIP Journal on Advances in Signal Processing, vol. 2009 (2009), Article 451638, 13 pages, doi:10.1155/2009/451638.
70. Serkan Kiranyaz, Murat Birinci and Moncef Gabbouj, "Perceptual Color Descriptor Based on Spatial Distribution: a Top-Down Approach," Image and Vision Computing (2010),  doi: 10.1016/j.imavis.2010.01.012.
71. Elina Helander, Tuomas Virtanen, Jani Nurminen, and Moncef Gabbouj, “Voice Conversion Using Partial Least Squares Regression,” IEEE Transactions on Audio, Speech, and Language Processing, vol. 10, no. 5, 2010, pp. 912-921.
72. Junyong You, Ulrich Reiter, Miska Hannuksela, Moncef Gabbouj and Andrew Perkis, “Perceptual-based Quality Assessment for Audio-visual Services: A Survey," Journal of Signal Processing: Image Communication, vol 25, no. 7, 2010, doi:10.1016/j.image.2010.02.002, March 2010, pp. 482-501.
73. Serkan Kiranyaz, Turker Ince, Alper Yildirim and Moncef Gabbouj, “Fractional Particle Swarm Optimization in Multi-Dimensional Search Space,” IEEE Transactions on Systems, Man, and Cybernetics: Part B, vol. 40, no. 2, April 2010, pp. 298-319, DOI: 10.1109/TSMCB.2009.2015054.
74. Turker Ince, Serkan Kiranyaz, Jenni Pulkkinen, and Moncef Gabbouj, “Evaluation of global and local training techniques over feed-forward neural network architecture spaces for computer-aided medical diagnosis,” Expert Systems with Applications, Article ID 4730, doi:10.1016/j.eswa.2010.05.033, 2010.
75. Lukasz Kondrad, Vinod Kumar Malamal Vadakital, Imed Bouazizi, Miika Tupala and Moncef Gabbouj, "Cross Layer Optimization of DVB-T2 System for Mobile Services," International Journal of Digital Multimedia Broadcasting, Special Issue on IP and Broadcasting Systems Convergence, Volume 2010 (2010), Article ID 435405, doi:10.1155/2010/435405.
76. Serkan Kiranyaz, Turker Ince, and Moncef Gabbouj, “Stochastic Approximation Driven Particle Swarm Optimization with Simultaneous Perturbation (Who will guide the guide?)”, Applied Soft Computing Journal 11 (2011), pp. 2334-2347, DOI: 10.1016/j.asoc.2010.07.022.
77. Iftikhar Ahmad and Moncef Gabbouj, “A Generic Content-Based Image Retrieval Framework for Mobile Devices,” Multimedia Tools and Applications, Volume 55, Issue 3 (2011), pp.  423-442, DOI 10.1007/s11042-010-0556-5.
78. Serkan Kiranyaz, Jenni Pulkkinen, and Moncef Gabbouj, “Multi-dimensional Particle Swarm Optimization in Dynamic Environments,” Expert Systems with Applications, 10.1016/j.eswa.2010.08.009, vol. 38, pp. 2212–2223, 2011.
79. Serkan Kiranyaz, Turker Ince, Jenni Pulkkinen and Moncef Gabbouj, "Personalized long-term ECG classification: A systematic approach," Expert Systems with Applications, vol. 38, 2011, pp. 3220–3226, doi:10.1016/j.eswa.2010.09.010.
80. Cixun Zhang, Kemal Ugur, Jani Lainema, Antti Hallapuro and Moncef Gabbouj, “Video Coding Using Spatially Varying Transform,” IEEE Transactions on Circuits and Systems for Video Technology, Vol. 21, Issue. 2, pp. 127-140, Feb 2011.
81. Vinod Kumar Malamal Vadakital and Moncef Gabbouj, “Prediction and transmission optimization of video guaranteeing a bounded zapping-delay in DVB-H,” IEEE Trans. Broadcasting, vol. 57, no. 2, pp. 231–245, 2011.
82. Victor Popa, Jani Nurminen and Moncef Gabbouj, “A Study of Bilinear Models in Voice Conversion,” Journal of Signal and Information Processing, Vol.2, No.2, 2011, pp. 125-139.
83. Serkan Kiranyaz, Turker Ince, Jenni Pulkkinen, Moncef Gabbouj, J. Arje, Salme Karkkainen, Ville Tirronen, Martti Juhola, T. Turpeinen and Kristian Meissner, "Classification and retrieval on macroinvertebrate image databases," Computers in Biology and Medicine, vol. 41, no. 7, pp. 463-472, 2011.
84. Elina Helander, Hanna Silén, Tuomas Virtanen, and Moncef Gabbouj, "Voice Conversion Using Dynamic Kernel Partial Least Squares Regression," IEEE Transactions on Audio, Speech, and Language Processing, DOI: 10.1109/TASL.2011.2165944, Vol. 20, No. 3, March 2012, pp. 806-817.
85. Lukasz Kondrad, Imed Bouazizi and Moncef Gabbouj, "LDPC FEC code extension for unequal error protection in DVB-T2 system: design and evaluation," International Journal of Digital Multimedia Broadcasting, vol. 2012, Article ID 834924, 11 pages, 2012. doi:10.1155/2012/834924.
86. Jin Li, Moncef Gabbouj, and Jarmo Takala, “Zero-Quantized Inter DCT Coefficient Prediction for Real-Time Video Coding,” IEEE Transactions on Circuits and Systems for Video Technology, Volume: 22, Issue: 2, Digital Object Identifier: 10.1109/TCSVT.2011.2160749, 2012, Page(s): 249 – 259.
87. Turker Ince, Serkan Kiranyaz, and Moncef Gabbouj, “Evolutionary RBF Classifier for Polarimetric SAR Images,” Expert Systems with Applications, Vol. 39, pp. 4710 – 4717, April 2012.
88. Chenghao Liu, Imed Bouazizi, Miska M. Hannuksela, and Moncef Gabbouj, "Rate adaptation for dynamic adaptive streaming over HTTP in content distribution network," Signal Processing: Image Communications, vol. 27, no. 4, April 2012, DOI:10.1016/j.image.2011.10.001, pp. 288-311.
89. Francesco Cricri, Kostadin Dabov, Mikko Roininen, Sujeet Mate, Igor Curcio and Moncef Gabbouj, "Multimodal Semantics Extraction from User Generated Videos," Advances in Multimedia, vol. 2012, Article ID 292064, 17 pages, 2012, doi:10.1155/2012/292064.
90. Francesco Cricri, Kostadin Dabov, Igor Curcio, Sujeet Mate and Moncef Gabbouj, "Multimodal Extraction of Events and Information about the Recording Activity in User Generated Mobile Videos," Multimedia Tools and Applications, 2012, 10.1007/s11042-012-1085-1.
91. Serkan Kiranyaz, Toni Mäkinen and Moncef Gabbouj, "Dynamic and Scalable Audio Classification by Collective Network of Binary Classifiers Framework: An Evolutionary Approach," Neural Networks, 34 (2012), doi:10.1016/j.neunet.2012.07.003, pp. 80-95.
92. Serkan Kiranyaz, Turker Ince, Stefan Uhlmann and Moncef Gabbouj, "Collective Network of Binary Classifier Framework for Polarimetric SAR Image Classification: An Evolutionary Approach," IEEE Transactions on Systems, Man and Cybernetics - Part B: Cybernetics, Vol. 42, No. 4, August 2012, pp. 1169-1186.
93. Toni Mäkinen, Serkan Kiranyaz, Jenni Raitoharju, and Moncef Gabbouj, "An evolutionary feature synthesis approach for content-based audio retrieval," EURASIP Journal on Audio, Speech, and Music Processing, Springer, 2012, 2012:23, DOI: 10.1186/1687-4722-2012-23.
94. Yan Zhao, Hexin Chen, Shigang Wang, Moncef Gabbouj, "An improved method of detecting edge direction for spatial error concealment," Journal of Multimedia, vol. 7, no. 3, 2012, pp. 262-268.  
95. Xiaoni Li, Hexin Chen, Mian Shu Chen, Moncef Gabbouj, "Audio-video synchronous coding based on motion estimation in H.264," Jilin Daxue Xuebao, 2012, vol. 42, no. 5, pp. 1321-1326.  
96. Payman Aflaki, Miska M. Hannuksela, Dmytro Rusanovskyy and Moncef Gabbouj, "Nonlinear Depth Map Resampling for Depth-Enhanced 3D Video Coding," IEEE Signal Processing Letters, vol. 20, no. 1, pp. 87-90, January 2013.
97. Esin Guldogan, Thomas Olsson, Else Lagerstam and Moncef Gabbouj, "Instance Based Personalized Multi-form Image Browsing and Retrieval," Multimedia Tools and Applications, DOI 10.1007/s11042-012-1249-z, Springer 2012.
98. Chenghao Liu, Miska M. Hannuksela, and Moncef Gabbouj, “Client-driven joint cache management and rate adaptation for dynamic adaptive streaming over HTTP,” International Journal of Digital Multimedia Broadcasting, vol. 2013, Article ID 471683, 16 pages, 2013. DOI:10.1155/2013/471683.
99. Payman Aflaki, Miska M. Hannuksela, and Moncef Gabbouj, "Subjective quality assessment of asymmetric stereoscopic 3D video," Springer Journal of Signal, Image and Video Processing, DOI 10/1007/s11760-013-0439-0, 2013.
100. Je-Wong Kang, Moncef Gabbouj and C.-C. Jay Kuo, "Sparse/DCT (S/DCT) two-layered representation of prediction residuals for video coding," IEEE Transactions on Image Processing, vol. 22, no. 7, July 2013, pp. 2711-2722.
101. Miska M. Hannuksela, Dmytro Rusanovskyy, Wenyi Su, Lulu Chen, Ri Li, Payman Aflaki, Deyan Lan, Michal Joachimiak, Houqiang Li and Moncef Gabbouj, "Multiview-video-plus-depth coding based on the advanced video coding standard," IEEE Transactions on Image Processing, vol. 22, no. 9, September 2013.
102. Evgeny Belyaev, Karen Egiazarian and Moncef Gabbouj, "A low-complexity bit-plane entropy coding and rate control for 3-D DWT based video coding," IEEE Transactions on Multimedia, vol. 15, no. 8, pp. 1786-1799, 2013.
103. Evgeny Belyaev, Andrey Turlikov, Karen Egiazarian and Moncef Gabbouj, "An efficient adaptive binary arithmetic coder with low memory requirement," IEEE Journal of Selected Topics in Signal Processing, DOI 10.1109/JSTSP.2013.2269272, vol.7, no.6, pp. 1053-1061, 2013.
104. Evgeny Belyaev, Karen Egiazarian, Moncef Gabbouj and Kai Liu, “A Low-Complexity joint source-channel video coding for 3-D DWT codec,” Journal of Communications, vol. 8, no. 12, December 2013.
105. Tiecheng Song, Fanman Meng, Qingbo Wu, Bing Luo, Bing Zeng and Moncef Gabbouj, "Noise-Robust Texture Description Using Local Contrast Patterns via Global Measures," IEEE Signal Processing Letters, 2013, vol. 21, no. 1, January 2014, pp. 93-96.
106. Francesco Cricri, Mikko Roininen, J. Leppänen, Sujeet Mate, Igor D.D. Curcio, Moncef Gabbouj, “Sport Type Classification of Mobile Videos,” IEEE Transactions on Multimedia, vol. 16, no. 4, June 2014, pp. 917-932.
107. Henry Joutsijoki, Kristian Meissner, Moncef Gabbouj, Serkan Kiranyaz, Jenni Raitoharju, Johanna Arje, Salme Karkkainen, Ville Tirronen, Tuomas Turpeinen, and Martti Juhola, “Evaluating the performance of artificial neural networks for the classification of freshwater benthic macroinveertebrates,” Ecological Informatics, no. 20, 2014, pp. 1-12.
108.  Bing Zeng, Siu-Kei Au Yeung, Shuyuan Zhu and Moncef Gabbouj, "Perceptual Encryption of H.264 Videos: Embedding Sign-Flips into the Integer-based Transforms," IEEE Transactions on Information Forensics & Security, vol. 9, no. 2, February 2014, pp. 309-320.
109.  Payman Aflaki, Miska M Hannuksela, Hamed Sarbolandi, Moncef Gabbouj, "Simultaneous 2D and 3D perception for stereoscopic displays based on polarized or active shutter glasses," Journal of Visual Communication and Image Representation, vol. 25, no. 4, May 2014, pp. 622-631.
110. Stefan Uhlmann, Serkan Kiranyaz and Moncef Gabbouj, "Semi-supervised Learning for Ill-posed Polarimetric SAR Classification," Remote Sensing, vol. 6, no. 6, 2014, pp. 4801-4830, DOI:10.3390/rs6064801.
111. Alireza Aminlou, Jani Lainema, Kemal Ugur, Miska M. Hannuksela and Moncef Gabbouj, “Differential Coding Using Enhanced Inter-Layer Reference Picture for the Scalable Extension of H.265/HEVC Video Codec,” IEEE Transactions on Circuits and Systems for Video Technology, vol. 24, no. 11, November 2014, pp. 1945-1955.
112. Tatiana Efimushkina, Moncef Gabbouj, K. Samuylov, “Analytical model in discrete time for cross-layer video communication over LTE,” Automatic Control and Computer Sciences, vol. 48, no. 6, 2015, pp. 345-357.
113. Evgeny Belyaev, Alexey Vinel, Adam Surak, and Moncef Gabbouj, Magnus Jonsson and Karen Egiazarian, “Robust vehicle-to-infrastructure video transmission for road surveillance applications,” IEEE Transactions on Vehicular Technology, vol. 64, no. 7, July 2015, pp. 2991 - 3003, DOI: 10.1109/TVT.2014.2354376.
114. Kaveh Samiee, Peter Kovacs and Moncef Gabbouj, “Epileptic Seizure Classification of EEG time-series using Rational Discrete Short Time Fourier Transform,” IEEE Transaction on Biomedical Engineering, vol. 62, no. 2, February 2015, pp. 541-552.
115. Evgeny Belyaev, Kai Liu, Moncef Gabbouj and YunSong Li, "An efficient adaptive binary range coder and its VLSI architecture," IEEE Transactions on Circuits and Systems for Video Technology, vol. 25, no. 8, 2015, pp. 1435 - 1446, DOI: 10.1109/TCSVT.2014.2372291.
116. Alexandros Iosifidis and Moncef Gabbouj, “On the kernel Extreme Learning Machine speedup,” Pattern Recognition Letters, vol.68, no. P1, pp.205-210, December 2015, D.O.I. 10.1016/j.patrec.2015.09.015.
117. F. Meng, H. Li, S. Zhu, B. Luo, C. Huang, B. Zeng, and M. Gabbouj, “Constrained Directed Graph Clustering and Segmentation Propagation for Multiple Foregrounds Co-segmentation,” IEEE Transactions on Circuits and Systems for Video Technology, 2015, DOI: 10.1109/TCSVT.2015.2402891.
118. Rama M. Garimella, Moncef Gabbouj, and Iftikhar Ahmad, “Image Retrieval: Information and Rough Set Theories,” Procedia Computer Science. 54, p. 631-637, 2015.
119. Morteza Zabihi, Serkan Kiranyaz, Ali Rad Bahrami, Aggelos K. Katsaggelos, Moncef Gabbouj and Turker Ince, “Analysis of high-dimensional phase space via Poincaré section for patient-specific seizure detection,” IEEE Transactions on Neural Systems and Rehabilitation Engineering, Vol. 24, no. 3, Nov. 2016, pp. 386-398.
120. Jimin Xiao, M.M. Hannuksela, T. Tillo, M. Gabbouj, Ce Zhu; Yao Zhao, “Scalable Bit Allocation Between Texture and Depth Views for 3-D Video Streaming Over Heterogeneous Networks,” IEEE Transactions on Circuits and Systems for Video Technology, vol. 25, no. 1, pp. 139 - 152, DOI: 10.1109/TCSVT.2014.2334011, 2015.
121. Kaveh Samiee, Serkan Kiranyaz, Moncef Gabbouj, and Tapio Saramäki, “Long-term epileptic EEG classification via 2D mapping and textural features,” Expert Systems with Applications, vol. 42, no. 20, 2015, p. 7175-7185, DOI 10.1016/j.eswa.2015.05.002.
122. Jenni Raitoharju, Serkan Kiranyaz and Moncef Gabbouj, “Training Radial Basis Function Neural Networks for Classification via Class-specific Clustering," IEEE Transactions on Neural Networks and Learning Systems, vol 27, no. 12, pp. 2458 – 2471, 2016.
123. Michal Joachimiak, Miska M. Hannuksela, Moncef Gabbouj, “View upsampling optimization for mixed resolution 3D video coding,” Multidimensional Systems and Signal Processing, DOI 10.1007/s11045-015-0332-9, vol. 27, no. 3, July 2016, pp. 763-783. https://rdcu.be/6oJj
124. Alireza Aminlou, M. Hashemi, Moncef Gabbouj, Bing Zeng, O. Fatemi, “A New R-D Optimization Criterion for Fast Mode Decision Algorithms in Video Coding and Transrating,” IEEE Transactions on Circuits and Systems for Video Technology, DOI: 10.1109/TCSVT.2015.2412811, vol. 26, no. 4, April 2016, pp. 696-710.
125. Alexandros Iosifidis and Moncef Gabbouj, “Nyström-based approximate kernel subspace learning,” Pattern Recognition, vol. 57, no. C, September 2016, pp. 190-197.
126. Serkan Kiranyaz, Turker Ince, and Moncef Gabbouj, “Real-Time Patient-Specific ECG Classification by 1-D Convolutional Neural Networks,” IEEE Transactions on Biomedical Engineering, DOI: 10.1109/TBME.2015.2468589, vol. 63, no. 3, pp. 664 – 675, 2016.
127. Mikko Roininen, J. Leppanen, A. Eronen, Igor Curcio and Moncef Gabbouj, “Modeling the Timing of Cuts in Automatic Editing of Concert Videos,” Multimedia Tools and Applications, DOI 10.1007/s11042-016-3304-7, pp. 1-25, 20 February 2016.
128. Ezgi Ozan Can, Serkan Kiranyaz and Moncef Gabbouj, “K-Subspaces Quantization for Approximate Nearest Neighbor Search," IEEE Transactions on Knowledge and Data Engineering, vol. 28, no. 7, 1 July 2016, pp. 1722 - 1733.
129. Alexandros Iosifidis and Moncef Gabbouj, “Multi-class Support Vector Machine Classifiers using Intrinsic and Penalty Graphs," Pattern Recognition, vol. 55, July 2016, pp. 231-246.
130. Caglar Aytekin, Serkan Kiranyaz, Alexandros Iosifidis and Moncef Gabbouj, “Recent Advances in Salient Object Detection - Towards Object Recognition in Big Media Data,” Futura -- Big Data, vol. 35, no. 2, pp. 80-92, 2016.
131. Caglar Aytekin, Serkan Kiranyaz and Moncef Gabbouj, “Learning to rank salient segments extracted by multispectral Quantum Cuts,” Pattern Recognition Letters, vol. 72, March 2016, pp. 91-99.
132. Xiaoni Li, Mianshu Chen, Zhowei Qu, Jimin Xiao and Moncef Gabbouj, “An effective CU size decision method for quality scalability in SHVC,” Multimedia Tools and Applications, DOI 10.1007/s11042-016-3460-9, 2016.
133. Serkan Kiranyaz, Turker Ince, Levent Eren, Murat Askar and Moncef Gabbouj, “Real-Time Motor Fault Detection by 1D Convolutional Neural Networks,” IEEE Transaction on Industrial Electronics, vol. 63, no. 11, 2016, pp. 7067 – 7075, DOI:10.1109/TIE.2016.2582729.
134. Alexandros Iosifidis and Moncef Gabbouj, “Scaling up Class-Specific Kernel Discriminant Analysis for large-scale Face Verification,” IEEE Transactions on Information Forensics & Security, vol. 11, no. 11, pp. 2453 – 2465, 2016.
135. Ezgi Can Ozan, Serkan Kiranyaz, Moncef Gabbouj, “Competitive Quantization for Approximate Nearest Neighbor Search,” IEEE Transactions on Knowledge and Data Engineering, vol. 28, no. 11, 2016, pp. pp. 2884 – 2894.
136. Ronald K. Pearson, Yrjö Neuvo, Jaakko Astola and Moncef Gabbouj, “Generalized Hampel Filters,” Eurasip Journal on Advances in Signal Processing, 2016, DOI: 10.1186/s13634-016-0383-6, 1 Dec. 2016.
137. S. Zhu, Bing Zeng, L., Zeng, and Moncef Gabbouj, “Image interpolation based on non-local geometric similarities and directional gradients,” IEEE Transactions on Multimedia, vol. 18, no. 9, 1 Sep 2016, p. 1707-1719.
138. Heng Guo, Shuaicheng Liu, Tong He, Shuyuan Zhu, Bing Zeng and Moncef Gabbouj, “Joint Video Stitching and Stabilization from Moving Cameras," IEEE Transactions on Image Processing, DOI: 10.1109/TIP.2016.2607419, vol. 25, no. 11, pp. 5491 - 5503, 2016.
139. Honglei Zhang, Jenni Raitoharju, Serkan Kiranyaz and Moncef Gabbouj, “Limited random walk algorithm for big graph data clustering,” Journal of Big Data, DOI: 10.1186/s40537-016-0060-5, 1 December 2016. http://rdcu.be/z66u.
140. Honglei Zhang, Serkan Kiranyaz and Moncef Gabbouj, “Outlier edge detection using random graph generation models and applications,” Journal of Big Data, vol. 4, no. 11, Dec. 2017, doi.org/10.1186/s40537-017-0073-8.
141. Kaveh Samiee, Péter Kovács, Moncef Gabbouj, “Epileptic seizure detection in long-term EEG records using sparse rational decomposition and local Gabor binary patterns feature extraction,” Knowledge-Based Systems, Volume 118, 2017, Pages 228-240, ISSN 0950-7051, https://doi.org/10.1016/j.knosys.2016.11.023.
142. Caglar Aytekin, Ezgi Ozan Can, Serkan Kiranyaz and Moncef Gabbouj, “Extended Quantum Cuts for Unsupervised Salient Object Extraction," Multimedia Tools and Applications, vol. 76, no. 8, April 2017, pp 10443–10463, DOI: 10.1007/s11042-016-3431-1.
143. Alexandros Iosifidis and Moncef Gabbouj, “Class-Specific Kernel Discriminant Analysis revisited: further analysis and extensions,” IEEE Transactions on Cybernetics, vol. 47, no. 12, December 2017, DOI 10.1109/TCYB.2016.2612479, pp. 4485-4496.
144. Osama Abdeljaber, Onur Avci, Serkan Kiranyaz, Moncef Gabbouj, Daniel J. Inman, Real-Time Vibration-Based Structural Damage Detection Using One-Dimensional Convolutional Neural Networks," Journal of Sound and Vibration, vol. 388, pp. 154-170, Feb 3 2017, DOI 10.1016/j.jsv.2016.10.043.
145. Caglar Aytekin, Alexandros Iosifidis, Serkan Kiranyaz and Moncef Gabbouj, “Learning Graph Affinities for Spectral-based Salient Object Detection,” Pattern Recognition, vol. 64, April 2017, pp. 159–167.
146. Serkan Kiranyaz, Turker Ince, Alexandros Iosifidis and Moncef Gabbouj, “Progressive Operational Perceptrons,” Neurocomputing, Volume 224, 8 February 2017, Pages 142–154. https://www.sciencedirect.com/science/article/pii/S0925231216312851?via%3Dihub
147. Shuaicheng Liu, Binhan Xu, Chuang Den, Shuyuan Zhu, Bing Zeng and Moncef Gabbouj, “A Hybrid Approach for Near-Range Video Stabilization,” IEEE Transaction on Circuits and Systems for Video Technology, vol. 27, no. 9, pp. 1922 – 1933, 2017.
148. Johanna Ärje, Salme Kärkkäinen, Kristian Meissner, Alexandros Iosifidis, Türker Ince, Moncef Gabbouj and Serkan Kiranyaz, “The effect of automated taxa identification errors on biological indices,” Expert Systems With Applications, vol. 72, 2017, pp. 108-120, DOI:10.1016/j.eswa.2016.12.015 (https://doi.org/10.1016/j.eswa.2016.12.015)
149. Jenni Raitoharju, Kaveh Samiee, Serkan Kiranyaz and Moncef Gabbouj, “Particle swarm clustering fitness evaluation with computational centroids,” Swarm and Evolutionary Computation, http://doi.org/10.1016/j.swevo.2017.01.003, February 2017.
150. Pouria Babahajiani, Lixin Fan, Joni-Kristian Kamarainen, and Moncef Gabbouj,” Urban 3D Segmentation and Modelling from Street View Images and LiDAR Point Clouds,” Machine Vision and Applications, DOI 10.1007/s00138-017-0845-3, 2017. [PDF]
151. Maryam Homayouni, Payman Aflaki, Miska M. Hannuksela, Moncef Gabbouj, “Row-Interleaved Sampling for Depth Enhanced 3D Video Coding for Polarized Displays,” ACM Transactions on Applied Perception, vol. 14, no. 3, March 2017, DOI 10.1145/3047409.
152. Chen Chen, Shuyuan Zhu, Bing Zeng and Moncef Gabbouj, “A New Block-Based Method for HEVC Intra Coding,” IEEE Transaction on Circuits and Systems for Video Technology, vol. 27, no. 8, 2017, pp. 1727 – 1736.
153. Kaveh Samiee, Alexandros Iosifidis and Moncef Gabbouj, “On the comparison of random and Hebbian weights for the training of single-hidden layer feedforward neural networks,” Expert Systems With Applications, online: 28 April 2017, DOI: 10.1016/j.eswa.2017.04.025.
154. Guanqun Cao, Alexandros Iosifidis and Moncef Gabbouj, “Multi-view Nonparametric Discriminant Analysis for Image Retrieval and Recognition,” Signal Processing Letters, vol. 24, no. 10, pp. 1537 – 1541, 2017.
155. Serkan Kiranyaz, Turker Ince and Moncef Gabbouj, “Personalized Monitoring and Advance Warning System for Cardiac Arrhythmias,” Scientific Reports, vol. 7, no. 9270, 24 August 2017, DOI 10.1038/s41598-017-09544-z (SREP-16-52549-T) (rdcu.be/vfYE).
156. Muhammad Adeel Waris, Alexandros Iosifidis, and Moncef Gabbouj, "CNN-based Edge Filtering for Object Proposals," Neurocomputing, vol. 266, 2017, pp. 631-640, DOI: 10.1016/j.neucom.2017.05.071
157. Dat Thanh Tran; Moncef Gabbouj, Alexandros Iosifidis, “Multilinear Class-Specific Discriminant Analysis Pattern Recognition Letters, v. 100, n. C, pp. 131-136, December 2017.
158. Guanqun Cao, Alexandros Iosifidis, Moncef Gabbouj, “Neural class-specific regression for face verification,” IET Biometrics, IET Biometrics, September 2017, DOI: 10.1049/iet-bmt.2017.0081.
159. Guanqun Cao, Alexandros Iosifidis, Ken Chen, and Moncef Gabbouj “Generalized Multi-View Embedding for Visual Recognition and Cross-Modal Retrieval,” IEEE Transactions on Cybernetics, vol. 48, no. 9, 2018, pp. 2542-2555, DOI: 10.1109/TCYB.2017.2742705.
160. Caglar Aytekin, Horst Possegger, Thomas Mauthner, Serkan Kiranyaz, Horst Bischof, and Moncef Gabbouj, “Spatiotemporal Saliency Estimation by Spectral Foreground Detection,” IEEE Transactions on Multimedia, vol. 20, no. 1, pp. 82-95, DOI 10.1109/TMM.2017.2713982, Jan 2018.
161. Osama Abdeljaber, Sadok Sassi, Onur Avci, Serkan Kiranyaz, Abdelrahman Ibrahim and Moncef Gabbouj, “Fault detection and severity identification of ball bearings by online condition monitoring,” IEEE Transactions on Industrial Electronics 66 (10), 8136-8147, 2018.
162. Caglar Aytekin, Jarno Nikkanen and Moncef Gabbouj, “A Dataset for Camera Independent Color Constancy," IEEE Transactions on Image Processing, vol. 27, no. 2, pp. 530-544, February 2018, DOI 10.1109/TIP.2017.2764264.
163. Serkan Kiranyaz, Adel Gastli, Lazhar Ben Brahim, Nasser Ahmed Al-Emadi and Moncef Gabbouj, “Real-Time Fault Detection and Identification for MMC using 1D Convolutional Neural Networks,” IEEE Transactions on Industrial Electronics, vol 66, no. 11, 2019, pp. 8760-8771.
164. Jenni Raitoharju, Ekaterina Riabchenkoa, Iftikhar Ahmad, Alexandros Iosifidis, Moncef Gabbouj, Serkan Kiranyaz, Ville Tirronen, Johanna Ärje, Salme Kaärkkäinen, and Kristian Meissner, ”Benchmark Database for Fine-Grained Image Classification of Benthic Macroinvertebrates,” Image and Vision Computing, vol. 78, October 2018, pp. 73-83, https://doi.org/10.1016/j.imavis.2018.06.005
165. Adamantios Ntakaris, Martin Magris, Juho Kanniainen, Moncef Gabbouj, and Alexandros Iosifidis, ”Benchmark dataset for mid‐price forecasting of limit order book data with machine learning methods,” Journal of Forecasting, 22 August 2018, pp. 1-15, https://doi.org/10.1002/for.2543.
166. Jenni Raitoharju, Serkan Kiranyaz, Moncef Gabbouj, “Feature synthesis for image classification and retrieval via one-against-all perceptrons,” Neural Computing and Applications, (2018) 29: 943. https://doi.org/10.1007/s00521-016-2504-4.
167. Ramin Ghaznavi-Youvalari, Alireza Zare, Alireza Aminlou, Miska Hannuksela and Moncef Gabbouj, “Shared Coded Picture Technique for Tile-based Viewport-adaptive Streaming of Omnidirectional Video,” IEEE Transaction on Circuits and Systems for Video Technology, Oct. 2019, Vol. 29, Issue 10, pp. 3106-3120, DOI: 10.1109/TCSVT.2018.2874179.
168. Caglar Aytekin, Alexandros Iosifidis, and Moncef Gabbouj, “Probabilistic saliency estimation,” Pattern Recognition, vol. 74, no. C, February 2018, 359-372. DOI: https://doi.org/10.1016/j.patcog.2017.09.023
169. Dat Tran, Alexandros Iosifidis & Moncef Gabbouj, “Improving efficiency in convolutional neural networks with multilinear filters,” Neural Networks. 2018, 105, p. 328-339.
170. Dat Thanh Tran, Alexandros Iosifidis, Juho Kanniainen, and Moncef Gabbouj, “Temporal Attention augmented Bilinear Network for Financial Time-Series Data Analysis," IEEE Transactions on Neural Networks and Learning Systems, DOI 10.1109/TETCI.2018.2872598, 2018.
171. Nikolaos Passalis, Anastasios Tefas, Juho Kanniainen and Moncef Gabbouj, “Temporal Bag-of-Features Learning for Predicting Mid Price Movements using High Frequency Limit Order Book Data,” IEEE Transactions on Emerging Topics in Computational Intelligence, 9 October 2018.
172. Kang Liao ; Chunyu Lin ; Yao Zhao ; Moncef Gabbouj ”DR-GAN: Automatic Radial Distortion Rectification Using Conditional GAN in Real-Time,” IEEE Transactions on Circuits and Systems for Video Technology ( Early Access, 7 Feb. 2019), vol. 30, no. 3, DOI: 10.1109/TCSVT.2019.2897984, March 2020.
173. Avraam Tsantekidis, Nikolaos Passalis, Anastasios Tefas, Juho Kanniainen, Moncef Gabbouj, and Alexandros Iosifidis, “Using Deep Learning for price prediction by exploiting stationary limit order book features,” Applied Soft Computing, no. 93, vol. 106401, Aug 2020, https://doi.org/10.1016/j.asoc.2020.106401.
174. Ymir Mäkinen, Juho Kanniainen, Moncef Gabbouj, and Alexandros Iosifidis, “Forecasting of Jump Arrivals in Stock Prices: New Attention-based Network Architecture using Limit Order Book Data,” Quantitative Finance, Quantitative Finance, Vol. 19, No. 12, 2019, p. 2033-2050.
175. Morteza Zabihi, Serkan Kiranyaz, Ville Jäntti, Tarmo Lipping, and Moncef Gabbouj, “Patient-Specific Seizure Detection Using Nonlinear Dynamics and Nullclines,” IEEE Journal of Biomedical and Health Informatics, March 2019, doi: 10.1109/JBHI.2019.2906400.
176. Dat Thanh Tran, Serkan Kiranyaz, Moncef Gabbouj, Alexandros Iosifidis, “PyGOP: A Python Library for Generalized Operational Perceptron Algorithms,” Knowledge-Based Systems, doi.org/10.1016/j.knosys.2019.06.009, Volume 182, October 2019.
177. Muhammad Asif Khan, Ridha Hamila, Serkan Kiranyaz and Moncef Gabbouj, “A Novel UAV-Aided Network Architecture Using Wi-Fi Direct,” IEEE Access, 10 May 2019, 10 May 2019, DOI: 10.1109/ACCESS.2019.2916041.
178. Adamantios Ntakaris, G. Mirone, Juho Kanniainen, Moncef Gabbouj, and Alexandros Iosifidis, ”Feature engineering for mid‐price prediction with deep learning,” IEEE Access, vol. 7, pp. 82390-82412, 2019.
179. Alireza Zare, Maryam Homayouni, Alireza Aminlou, Miska H. Hannuksela and Moncef Gabbouj, “6K and 8K Effective Resolution with 4K HEVC Decoding Capability for 360° Video Streaming,” ACM Transactions on Multimedia Computing, Communications, and Applications, Volume 15 Issue 2s, August 2019, doi 10.1145/3335053.
180. Paraskevi Nousi, Avraam Tsantekidis, Nikolaos Passalis, Adamantios Ntakaris, Juho Kanniainen, Anastasios Tefas, Moncef Gabbouj, Alexandros Iosifidis, “Machine Learning for Forecasting Mid-Price Movement using Limit Order Book Data,” IEEE Access, DOI: 10.1109/ACCESS.2019.2916793, 2019.
181. Ymir Mäkinen, Juho Kanniainen, Moncef Gabbouj & Alexandros Iosifidis, “Forecasting jump arrivals in stock prices: new attention-based network architecture using limit order book data,” Quantitative Finance, July 2019, doi.org/10.1080/14697688.2019.1634277.
182. Mete Ahishali, Serkan Kiranyaz, Turker Ince, Moncef Gabbouj. “Dual and Single Polarized SAR Image Classification Using Compact Convolutional Neural Networks,” Remote Sensing, vol. 11, no. 1340, DOI:10.3390/rs11111340, June 2019.
183. Guanqun Cao, Alexandros Iosifidis, Moncef Gabbouj, Vijay Raghavan, Raju Gottumukkala, Deep Multi-view Learning to Rank, IEEE Trans. on Knowledge and Data Engineering, 20 Sept. 2019.
184. Dat Thanh Tran, Serkan Kiranyaz, Moncef Gabbouj and Alexandros Iosifidis, “Progressive Operational Perceptron with Memory,” Neurocomputing, Vol. 379, February 2020, pp. 172-181.
185. Serkan Kiranyaz, Turker Ince, Alexandros Iosifidis and Moncef Gabbouj, “Operational Neural Networks”, Neural Computing and Applications, Mar. 2020. DOI: https://doi.org/10.1007/s00521-020-04780-3, pp. 1-24.
186. Muhammad Asif Khan, Ridha Hamila, Nasser Ahmed Al-Emadi, Serkan Kiranyaz, and Moncef Gabbouj, “Real-time Throughput Prediction for Cognitive Wi-Fi Networks,” Journal of Network and Computer Applications, vol. 150, 15 January 2020, https://doi.org/10.1016/j.jnca.2019.102499.
187. Kang Liao ; Chunyu Lin ; Yao Zhao ; Moncef Gabbouj “Distortion Rectification from Static to Dynamic: A Distortion Sequence Construction Perspective,” IEEE Transactions on Circuits and Systems for Video Technology, December 2019, DOI: 10.1109/TCSVT.2019.2958199.
188. Kang Liao, Chunyu Lin, Yao Zhao, Moncef Gabbouj, & Yang Zheng, “OIDC-Net: Omnidirectional Image Distortion Correction via Coarse-to-fine Region Attention,” IEEE Journal of Selected Topics in Signal Processing. Paper: J-STSP-PDVP-00096-2019.R1, 22 Nov 2019.
189. Serkan Kiranyaz, Junaid Malik, Habib Ben Abdallah, Turker Ince, Alexandros Iosifidis and Moncef Gabbouj, “Exploiting Heterogeneity in Operational Neural Networks by Synaptic Plasticity,” Neural Computing and Applications, 13, 2021, pp. 7997–8015.
190. Nikolaos Passalis, Alexandros Iosifidis, Moncef Gabbouj,  & Anastasios Tefas, “Variance-preserving Deep Metric Learning for Content-based Image Retrieval,” Pattern Recognition Letters, 131 (2020) 8–14, https://doi.org/10.1016/j.patrec.2019.11.041.
191. Dat Tran, Serkan Kiranyaz, Moncef Gabbouj, Alexandros Iosifidis, “Heterogeneous Multilayer Generalized Operational Perceptron," IEEE Transactions on Neural Networks and Learning Systems, vol. 31, no. 3, March 2020, DOI: 10.1109/TNNLS.2019.2914082, pp. 710-724.
192. Nikolaos Passalis, Anastasios Tefas, Juho Kanniainen, Moncef Gabbouj, Alexandros Iosifidis, “Temporal Logistic Neural Bag-of-Features for Financial Time series Forecasting leveraging Limit Order Book Data,” Pattern Recognition Letters, DOI 10.1016/j.patrec.2020.06.006, June 2020.
193. Nikolaos Passalis, Jenni Raitoharju, Anastasios Tefas, and Moncef Gabbouj, “Efficient adaptive inference for deep convolutional neural networks using hierarchical early exits,” Pattern Recognition, September 2020, DOI: 10.1016/j.patcog.2020.107346.
194. Marios Krestenitis, Nikolaos Passalis, Alexandros Iosifidis, Moncef Gabbouj, Anastasios Tefas, “Recurrent bag-of-features for visual information analysis,” Pattern Recognition, no. 106, vol. 107380, Oct 2020, https://doi.org/10.1016/j.patcog.2020.107380.
195. Dat Thanh Tran, Mehmet Yamac, Aysen Degerli, Moncef Gabbouj, and Alexandros Iosifidis, “Multilinear compressive learning,” IEEE Transactions on Neural Networks and Learning Systems, Volume: 32, Issue: 4, April 2021, pp. 1512 – 1524, DOI: 10.1109/TNNLS.2020.2984831.
196. Serkan Kiranyaz, Morteza Zabihi, Ali Bahrami Rad, Turker Ince, Ridha Hamila, Moncef Gabbouj, “Real-time Phonocardiogram Anomaly Detection by Adaptive 1D Convolutional Neural Networks,” Neurocomputing, 19 May 2020, https://doi.org/10.1016/j.neucom.2020.05.063.
197. Serkan Kiranyaz; Onur Avci; Osama Abdeljaber; Turker Ince; Moncef Gabbouj; Daniel Inman, ”1D Convolutional Neural Networks and Applications - A Survey,” Mechanical Systems and Signal Processing, Volume 151, April 2021, 107398, https://doi.org/10.1016/j.ymssp.2020.107398.
198. Johanna Ärje, Jenni Raitoharju, Alexandros Iosifidis, Ville Tirronen, Kristian Meissner, Moncef Gabbouj, Serkan Kiranyaz, Salme Kärkkäinen, “Human experts vs. machines in taxa recognition,” Signal Processing: Image Communication, Volume 87, September 2020, 115917, https://doi.org/10.1016/j.image.2020.115917.
199. Adamantios Ntakaris, Juho Kanniainen, Moncef Gabbouj, Alexandros Iosifidis, ” Mid-price Prediction Based on Machine Learning Methods with Technical and Quantitative Indicators,” Plos One, June 2020, https://doi.org/10.1371/journal.pone.0234107.
200. Johanna Ärje, Claus Melvad, Mads Rosenhøj Jeppesen, Sigurd Madsen, Jenni Raitoharju, Maria Strandgård Rasmussen, Alexandros Iosifidis, Ville Tirronen, Kristian Meissner, Moncef Gabbouj, Toke Thomas Høye, “Automatic image-based identification and biomass estimation of invertebrates,” Methods in Ecology and Evolution, July 2020, https://doi.org/10.1111/2041-210X.13428.
201. Firas Laakom, Nikolaos Passalis, Jenni Raitoharju, Jarno Nikkanen, Anastasios Tefas, Alexandros Iosifidis, and Moncef Gabbouj,” Bag of Color Features For Color Constancy,” IEEE Transactions on Image Processing, Vol. 29, 2020, pp. 7722-7734, DOI: 10.1109/TIP.2020.30049212020.
202. Fahad Sohrab, Jenni Raitoharju, Alexandros Iosifidis, and Moncef Gabbouj, “Ellipsoidal Subspace Support Vector Data Description,” IEEE Access, Volume 8, DOI: 10.1109/ACCESS.2020.3007123, July 2020, pp. 122013-122025.
203. Kateryna Chumachenko, Jenni Raitoharju, Alexandros Iosifidis, Moncef Gabbouj, “Speed-up  and  Multi-view  Extensions  to  Subclass  Discriminant  Analysis,” Pattern Recognition, Volume 111, March 2021, 107660, doi: https://doi.org/10.1016/j.patcog.2020.107660.
204. Jorge Peña Queralta, Jussi Taipalmaa, Bilge Can Pullinen, Victor Kathan Sarker, Tuan Nguyen Gia, Hannu Tenhunen, Moncef Gabbouj, Jenni Raitoharju, and Tomi Westerlund, “Collaborative Multi-Robot Search and Rescue: Planning, Coordination, Perception and Active Vision,” IEEE Access, pp. 191617 – 191643, October 2020.
205. Yupeng Ma, Xiaoyue Jiang, Zhaoqiang Xia, Moncef Gabbouj and Xiaoyi Feng, “CasQNet: Intrinsic Image Decomposition Based on Cascaded Quotient Network,” IEEE Transactions on Circuits and Systems for Video Technology, September 2020, DOI: 10.1109/TCSVT.2020.3024687.
206. Mete Ahishali, Serkan Kiranyaz, Turker Ince, Moncef Gabbouj, “Classification of Polarimetric SAR Images Using Compact Convolutional Neural Networks,” GIScience Remote Sensing, December 2020, https://doi.org/10.1080/15481603.2020.1853948.
207. Serkan Kiranyaz, Aysen Degerli, Tahir Hamid, Rashid Mazhar, Rayyan El Fadil Ahmed, Rayyan Abouhasera, Morteza Zabihi, Junaid Malik, Ridha Hamila, and Moncef Gabbouj, “Left Ventricular Wall Motion Estimation by Active Polynomials for Acute Myocardial Infarction Detection,” IEEE Access, November 2020, vol. 8, 210301 – 210317, DOI: 10.1109/ACCESS.2020.3038743.
208. Jorge Pena Queralta, Jussi Taipalmaa, Bilge Can Pullinen, Victor Kathan Sarker, Tuan Nguyen Gia, Hannu Tenhunen, Moncef Gabbouj, Jenni Raitoharju, Tomi Westerlund, “Collaborative Multi-Robot Search and Rescue: Coordination and Perception,” IEEE Access, vol 8, 2020, DOI 10.1109/ACCESS.2020.3030190.
209. Anton Muravev, Jenni Raitoharju and Moncef Gabbouj, “Neural Architecture Search by Estimation of Network Structure Distributions,” IEEE Access, vol. 9, pp. 15304-15319, 2021, doi: 10.1109/ACCESS.2021.3052996.
210. Junaid Malik, Serkan Kiranyaz, and Moncef Gabbouj, “Self-Organized Operational Neural Networks for Severe Image Restoration Problems,” Neural Networks, Volume 135, March 2021, pp. 201-211.
211. Mehmet Yamac, Mete Ahishali, Aysen Degerli, Serkan Kiranyaz, Mohamad Chowdhury, Moncef Gabbouj, ”Convolutional Sparse Support Estimator Based Covid-19 Recognition from X-ray Images,” IEEE Transactions on Neural Network and Learning Systems, Vol. 32, No. 5, May 2021, pp. 1810-1820, DOI.10.1109/TNNLS.2021.3070467.
212. Firas Laakom, Jenni Raitoharju, Jarno Nikkanen, Alexandros Iosifidis, and Moncef Gabbouj, "INTEL-TAU: A Color Constancy Dataset," IEEE Access, vol. 9, 2021, pp. 39560-39567, Digital Object Identifier: 10.1109/ACCESS.2021.3064382.
213. Onur Avci, Osama Abdeljaber, Serkan Kiranyaz, Mohammed Hussein, Moncef Gabbouj, Daniel J. Inman, “A review of vibration-based damage detection in civil structures: From traditional methods to Machine Learning and Deep Learning applications, Mechanical Systems and Signal Processing, volume 147, Jan 2021, 107077.
214. Aysen Degerli, Mete Ahishali, Mehmet Yamac, Serkan Kiranyaz, Muhammad E. H. Chowdhury, Khalid Hameed, Tahir Hamid, Rashid Mazhar, and Moncef Gabbouj, “Infection Map Generation and Pneumonia Detection from Chest X-Ray Images,” Health Information Science and Systems, Vol. 9, No. 15, 2021, DOI: https://doi.org/10.1007/s13755-021-00146-8.
215. Serkan Kiranyaz, Junaid Malik, Habib Ben Abdallah, Turker Ince, Alexandros Iosifidis and Moncef Gabbouj, “Self-Organized Operational Neural Networks with Generative Neurons,” Neural Networks, Volume 140, August 2021, Pages 294-308, https://doi.org/10.1016/j.neunet.2021.02.028
216. Mehmet Yamac, Mete Ahishali, Nikolaos Passalis, Jenni Raitoharju, Bulent Sankur, and Moncef Gabbouj, “Multi-Level Reversible Data Anonymization via Compressive Sensing and Data Hiding,” IEEE Transactions on Information Forensics and Security, vol. 16, pp. 1014-1028, 2021.
217. Turker Ince, Junaid Malik, Ozer Can Devecioglu, Serkan Kiranyaz, Onur Avci, Levent Eren, Moncef Gabbouj, “Early Bearing Fault Diagnosis of Rotating Machinery by 1D Self-Organized Operational Neural Networks," in IEEE Access, vol. 9, pp. 139260-139270, 2021, doi: 10.1109/ACCESS.2021.3117603.
218. Fahad Sohrab, Jenni Raitoharju, Alexandros Iosifidis, and Moncef Gabbouj, “Multimodal Subspace Support Vector Data Description,” Pattern Recognition, Volume 110, February 2021, 107648 https://doi.org/10.1016/j.patcog.2020.107648. 
219. Tuomas Jalonen, Firas Laakom, Moncef Gabbouj, and Tuomas Puoskari, “Visual Product Tracking System Using Siamese Neural Networks,” IEEE Access, vol. 9, pp. 76796-76805, 2021, doi: 10.1109/ACCESS.2021.3082934.
220. Mete Ahisahli, Aysen Degerli, Mehmet Yamac, Serkan Kiranyaz, Muhammad Chowdhury, Khalid Hameed, Tahir Hamid, Rashid Mazhar and Moncef Gabbouj, ”Advance Warning Methodologies for COVID-19 Using Chest X-Ray Images,” IEEE Access, 18 March 2021, DOI 10.1109/ACCESS.2021.3064927.
221. Ozer Can Devecioglu, Junaid Malik, Turker Ince, Serkan Kiranyaz, Eray Atalay, Moncef Gabbouj, “Real-Time Glaucoma Detection from Digital Fundus Images using Self-ONNs,” IEEE Access, vol. 9, 2021, Digital Object Identifier 10.1109/ACCESS.2021.3118102.
222. Mehmet Yamac, Mete Ahisahli, Serkan Kiranyaz, and Moncef Gabbouj, ’’Convolutional Sparse Support Estimator Network (CSEN): From Energy-Efficient Support Estimation to Learning-Aided Compressive Sensing,”  IEEE Transactions on Neural Networks and Learning Systems, July 2021, DOI: 10.1109/TNNLS.2021.3093818.
223. A. Degerli, M. Zabihi, S. Kiranyaz, T. Hamid, R. Mazhar, R. Hamila, and M. Gabbouj, "Early Detection of Myocardial Infarction in Low-Quality Echocardiography," in IEEE Access, vol. 9, pp. 34442-34453, 2021, doi: 10.1109/ACCESS.2021.3059595.
224. Mohammad Al-Sad, Boualem Boashash, and Moncef Gabbouj, ”Design of an Optimal Piece-Wise Spline Wigner-Ville Distribution for TFD Performance Evaluation and Comparison,” IEEE Transactions on Signal Processing, June 2021, DOI: 10.1109/TSP.2021.3089291.
225. Lei Xu, Jenni Raitoharju, Alexandros Iosifidis and Moncef Gabbouj, “Saliency-based Multi-label Linear Discriminant Analysis,” IEEE Transactions on Cybernetics, Vol. 52, Issue 10, October 2022, pp. 10200 – 10213 DOI 10.1109/TCYB.2021.3069338.
226. Dat Thanh Tran, Moncef Gabbouj and Alexandros Iosifidis, “Remote Multilinear Compressive Learning with Adaptive Compression,” IEEE Internet of Things Journal, Volume: 9, Issue: 9, 01 May 2022, DOI 10.1109/JIOT.2021.3114743.
227. K. Chumachenko, A. Iosifidis, and M. Gabbouj. “Feedforward neural networks initialization based on discriminant learning”. In: Neural Networks. Vol. 146. Elsevier, 2022, pp. 220–229.
228. Junaid Malik, Ozer Devecioglu, Serkan Kiranyaz, Turker Ince, and Moncef Gabbouj, “Real-Time Patient-Specific ECG Classification by 1D Self-Operational Neural Networks,” IEEE Transactions on Biomedical Engineering (TBME), vol. 69, no. 5, May 2022.
229. M. U. Zahid, S. Kiranyaz, T. Ince, O. Devecioglu, M. E. H. Chowdhury, A. Khandakar, A. Tahir, M. Gabbouj, “Robust R-Peak Detection in Low-Quality Holter ECGs using 1D Convolutional Neural Network,” IEEE Transactions on Biomedical Engineering, vol. 69, no. 1, pp. 119-128, Jan. 2022, doi: 10.1109/TBME.2021.3088218.
230. Cheng Yang, Minping Jia, Zhinong Li, & Moncef Gabbouj, ”Enhanced hierarchical symbolic dynamic entropy and maximum mean and covariance discrepancy-based transfer joint matching with Welsh loss for intelligent cross-domain bearing health monitoring,” Mechanical Systems and Signal Processing, 165, 108343, 2022.
231. Cheng Yang, Minping Jia, Zhinong Li, & Moncef Gabbouj, “Hierarchical Symbol Transition Entropy: A Novel Feature Extractor for Machinery Health Monitoring,” IEEE Transactions on Industrial Informatics, Volume: 18, Issue: 9, September 2022, pp. 6131 – 6141, DOI: 10.1109/TII.2021.3136579.
232. Junaid Malik, Serkan Kiranyaz, Riyadh Al-Raoush, Olivier Monga, Patricia Garnier, Sebti Foufou, Abdelaziz Bouras, Alexandros Iosifidis, Moncef Gabbouj, Philippe Baveye, "3D Quantum Cuts for Automatic Segmentation of Porous Media in Tomography Images," Elsevier Computers and Geosciences journal, Volume 159, 2022, 105017, ISSN 0098-3004, https://doi.org/10.1016/j.cageo.2021.105017.
233. Dat Thanh Tran, Nikolaos Passalis, Anastasios Tefas, Moncef Gabbouj and Alexandros Iosifidis, “Attention-based Neural Bag-of-Features Learning for Sequence Data,” IEEE Access, vol. 10, April 2022, DOI 10.1109/ACCESS.2022.3169776.
234. Mohammad Al-Sa’d, Serkan Kiranyaz, Iftikhar Ahmad, Christian Sundell, Matti Vakkuri, Moncef Gabbouj, “A Social Distance Estimation and Crowd Monitoring System for Surveillance Cameras,” Sensors, 2022, 22, 418. https:// doi.org/10.3390/s22020418.
235. Serkan Kiranyaz; Ozer Can Devecioglu; Turker Ince; Junaid Malik; Muhammad Enamul Hoque Chowdhury; Tahir Hamid; Rashid Mazhar; Amith Khandakar; Anas Tahir; Tawsifur Rahman; Moncef Gabbouj, “Blind ECG Restoration by Operational Cycle-GANs,” IEEE Transactions on Biomedical Engineering, May 2022, DOI: 10.1109/TBME.2022.3172125.
236. Li Yu, Wenshuai Chang, Weize Quan, Jimin Xiao, Dong-Ming Yan, Moncef Gabbouj, ”Neural texture transfer assisted video coding with adaptive up-sampling,” Signal Processing: Image Communication, Volume 107, September 2022, DOI 10.1016/j.image.2022.116754.
237. Muhammad Uzair; Zahid, Serkan Kiranyaz, Moncef Gabbouj, “Global ECG Classification by Self-Operational Neural Networks with Feature Injection,” IEEE Transactions on Biomedical Engineering, pp. 1-12, July 2022. DOI: 10.1109/TBME.2022.3187874.
238. Moncef Gabbouj, Serkan Kiranyaz, Junaid Malik, Muhammad Uzair Zahid, Turker Ince, Muhammad Chowdhury, Amith Khandakar, and Anas Tahir, “Robust Peak Detection for Holter ECGs by Self-Organized Operational Neural Networks," IEEE Transactions on Neural Networks and Learning Systems, DOI 10.1109/TNNLS.2022.3158867, March 2022.
239. Feng Zhang, Xiaoyue Jiang, Zhaoqiang Xia, Moncef Gabbouj, Jinye Peng, and Xiaoyi Feng, “Non-Local Color Compensation Network for Intrinsic Image Decomposition,” IEEE Transactions on Circuits and Systems for Video Technology, 10.1109/TCSVT.2022.3199428, 17 August 2022.
240. Muhammad Asif Khan, Ridha Hamila, Aiman Erbad, and Moncef Gabbouj, “Distributed Inference in Resource-Constrained IoT for Real-Time Video Surveillance,” IEEE Systems Journal, DOI: 10.1109/JSYST.2022.3198711, August 2022.
241. Fahad Sohrab, Alexandros Iosifidis, Moncef Gabbouj, Jenni Raitoharju, “Graph-Embedded Subspace Support Vector Data Description,” Pattern Recognition, vol. 133, DOI 10.1016/j.patcog.2022.108999, 2022.
242. M Yamac, U Akpinar, E Sahin, S Kiranyaz, M Gabbouj, “Generalized Tensor Summation Compressive Sensing Network (GTSNET): An Easy to Learn Compressive Sensing Operation,” 2023, IEEE Transactions on Image Processing. 32, p. 5637-5651. 10.1109/TIP.2023.3318946
243. M Ahishali, M Yamac, S Kiranyaz, M Gabbouj, “Representation Based Regression for Object Distance Estimation,” Neural Networks, Volume 158, January 2023, Pages 15-29.
244. Li Yu, J. Li, Farhad Pakdaman, M. Ling and Moncef Gabbouj, "MAMIQA: No-Reference Image Quality Assessment Based on Multiscale Attention Mechanism With Natural Scene Statistics," in IEEE Signal Processing Letters, vol. 30, pp. 588-592, 2023, doi: 10.1109/LSP.2023.3276645.
245. Sanaz Nami; Farhad Pakdaman; Mahmoud Reza Hashemi; Shervin Shirmohammadi, “BL-JUNIPER: A CNN-Assisted Framework for Perceptual Video Coding Leveraging Block-Level JND,” IEEE Transactions on Multimedia, vol. 25, pp. 5077-5092, 2023, doi: 10.1109/TMM.2022.3187259.
246. Y. Xue, C. Zhang, F. Neri, M. Gabbouj, Y. Zhang, “An external attention-based feature ranker for feature selection,” Knowledge-Based Systems, Elsevier, Volume 281, 3 December 2023, 111084, https://doi.org/10.1016/j.knosys.2023.111084.
247. Serkan Kiranyaz, Junaid Malik, Mehmet Yamac, Mert Duman, Ilke Adalioglu, Esin Guldogan, Turker Ince, and Moncef Gabbouj, "Super Neurons," IEEE Transactions on Emerging Topics in Computational Intelligence, vol. 8, no. 1, pp. 206-228, Feb. 2024, doi: 10.1109/TETCI.2023.3314658.
248. Aysen Degerly, Serkan Kiranyaz and Moncef Gabbouj, “Early Myocardial Infarction Detection over Multi-view Echocardiography," Biomedical Signal Processing and Control, Volume 87, Part B, January 2024, 105448, https://doi.org/10.1016/j.bspc.2023.105448.
249. Mete Ahishali, Aysen Degerli, Serkan Kiranyaz, Tahir Hamid, Rashid Mazhar, Moncef Gabbouj, “R2C-GAN: Restore-to-Classify Generative Adversarial Networks for Blind X-Ray Restoration and COVID-19 Classification,” Pattern Recognition, vol. 156be, 2024, https://doi.org/10.1016/j.patcog.2024.110765.
250. Alexander Ulrichsen, Paul Murray, Stephen Marshall, Moncef Gabbouj, Serkan Kiranyaz, Mehmet Yamac, Nour Aburaed, “Operational Neural Networks for Parameter-Efficient Hyperspectral Single-Image Super-Resolution,” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 17, pp. 1470-1484, 2024.
251. H. H. Al-Khshali, M. Ilyas, Fahad Sohrab, & Moncef Gabbouj, “Malware Detection with Subspace Learning-Based One-Class Classification,” IEEE Access. 12, p. 81017-81029, 2024.
252. Cheng Yang and Moncef Gabbouj, “Multichannel Fault Diagnosis of Planetary Gearbox Via Difference-Average Symbol Transition Entropy and Twin Support Higher-Order Tensor Machine,” IEEE Transactions on Instrumentation & Measurement, vol. 73, 2024, 10.1109/TIM.2023.3348892.
253. Serkan Kiranyaz, Ozer Can Devecioglu, Amir Alhams, Sadok Sassi, Turker Ince, Osama Abdeljaber, Onur Avci, Moncef Gabbouj, “Zero-shot motor health monitoring by blind domain transition,” Mechanical Systems and Signal Processing, Volume 210, 2024, 111147, doi.org/10.1016/j.ymssp.2024.111147.
254. Firas Laakom, Jenni Raitoharju, Alexandros. Iosifidis, and Moncef Gabbouj,  “Reducing redundancy in the bottleneck representation of autoencoders,” Pattern Recognition Letters, no. 178, pp. 202-208, Feb 2024.
255. Mete Ahishali, Mehmet Yamac, Serkan Kiranyaz, & Moncef Gabbouj, “Operational Support Estimator Networks,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 46, no. 12, pp. 8442-8458, Dec. 2024, doi: 10.1109/TPAMI.2024.3406473.
256. Jussi Taipalmaa, Jorge Pena Queralta, Tomi Westerlund, Moncef Gabbouj and Jenni Raitoharju, “On automatic person-in-water detection for marine search and rescue operations,” IEEE Access, vol. 12, 2024, 10.1109/ACCESS.2024.3386640.
257. Serkan Kiranyaz, Ozer Can Devecioglu, Amir Alhams, Sadok Sassi, Turker Ince, Onur Avci, Moncef Gabbouj, “Exploring Sound vs Vibration for Robust Fault Detection on Rotating Machinery,” IEEE Sensors Journal, vol. 24, no. 14, pp. 23255-23264, 15 July15, 2024, doi: 10.1109/JSEN.2024.3405889.
258. Li Yu, S. Wu, & M. Gabbouj, “Multi-Swin Transformer Based Spatio-Temporal Information Exploration for Compressed Video Quality Enhancement,” IEEE Signal Processing Letters, vol. 31, 2024, pp. 1880-1884.
259. Farhad Pakdaman, & Moncef Gabbouj, “Channel-wise Feature Decorrelation for Enhanced Learned Image Compression,” IEEE Signal Processing Letters, vol. 31, pp. 1635-1639, 2024.
260. Sanaz Nami, Farhad Pakdaman, M.R. Hashemi, S. Shirmohammadi, and Moncef Gabbouj, “Lightweight Multitask Learning for Robust JND Prediction using Latent Space and Reconstructed Frames,” IEEE Transactions on Circuits and Systems for Video Technology, DOI 10.1109/TCSVT.2024.3389988, 2024. 
261. Li Yu, W. Chang, S. Wu and Moncef Gabbouj "End-to-end Transformer for Compressed Video Quality Enhancement," IEEE Transactions on Broadcasting, vol. 70, no. 1, March 2024, pp. 197-207, DOI: 10.1109/TBC.2023.3332015. 
262. Xiaolong Han, Yu Xue, Zehong Wang, Yong Zhang, Anton Muravev and Moncef Gabbouj, “SaDENAS: A Self-Adaptive Differential Evolution Algorithm for Neural Architectural Search,” Swarm and Evolutionary Computation 91 (2024) 101736, https://doi.org/10.1016/j.swevo.2024.101736.
263. Pengfei Bi, Mei Chen, Niyomugabo Gabriel, Xue Du, Fahad Sohrab, Moncef Gabbouj, “Double Layer Robust 2DPCA: Joint Flexible Cut Norm and Adaptive Weighted Learning for Improving Small Sample Image Recognition, IEEE Transactions on Cybernetics, August 2025. DOI: 10.1109/TCE.2025.3602258
264. Li Yu, Jiafu Zhanga, Ke Chen and Moncef Gabbouj, “Point cloud upsampling via implicit shape priors discovery and refinement,” Displays, issue 88, 2025, doi.org/10.1016/j.displa.2025.103053
265. Yu Xue, ChenhangYao, Mohamed Wahib and Moncef Gabbouj, “YOLO-DKR: Differentiable architecture search based on kernel reusing for object detection,” Information Sciences, issue 713, 2025, doi.org/10.1016/j.ins.2025.122180.
266. Lei Xu, Mete Ahishali and Moncef Gabbouj, “Dropout Concrete Autoencoder for Band Selection on Hyperspectral Image Scenes," IEEE Geoscience and Remote Sensing Letters, vol. 22, pp. 1-5, 2025, Art no. 5504705, doi: 10.1109/LGRS.2025.3564478.
267. Adamantios Ntakaris, Moncef Gabbouj, and Juho Kanniainen, ”Optimizing the Output of Long Short-Term Memory Cell for High-Frequency Forecasting in Financial Markets,” IEEE Transactions on Neural Networks and Learning Systems, October 2025, DOI 10.1109/TNNLS.2025.3611887.
268. Muhammad Rajabinasab, Farhad Pakdaman, Arthur Zimek, and Moncef Gabbouj, “Randomized PCA forest for approximate k-nearest neighbor search,” Expert Systems with Applications, July 2025, https://doi.org/10.1016/j.eswa.2024.126254.
269. Yu Li, Zhihui Li, Chao Yao, Jimin Xiao, and Moncef Gabbouj, “FANeRV: Frequency Separation and Augmentation based Neural Representation for Video,” Expert Systems with Applications, October 2025, https://doi.org/10.1016/j.eswa.2025.129935.
270. Raju Gottumukkala, Majid Hosseini, Fahad Sohrab, Ravi Bhupatiraju, Satya Katragadda, Jenni Raitoharju, Alexandros Iosifidis, and Moncef Gabbouj, “A multimodal stress detection dataset with facial expressions and physiological signals," Sci Data 12, 1844 (2025). https://doi.org/10.1038/s41597-025-05812-0.
271. Li Yu, Situo Wang, Wei Zhou, M Gabbouj, DVLTA-VQA Decoupled Vision-Language Modeling with Text-Guided Adaptation for Blind Video Quality Assessment,” IEEE Transactions on Circuits and Systems for Video Technology, 2026, DOI: 10.1109/TCSVT.2026.3657415.
272. C. Yang, Q. He, Z. Li, M. Gabbouj and Z. Peng, “A novel multilinear joint distribution adaptation approach for fault diagnosis of planetary gearboxes under variable working conditions,” Structural Health Monitoring. 2026;0(0). doi:10.1177/14759217251410863.
273. Yihang Yin, Li Yu, Wei Zhou, and Moncef Gabbouj, “Deep Learning-based Point Cloud Upsampling: A Survey of Methodologies, Performance Comparisons, and Noise Robustness Analysis,” Neurocomputing, accepted 2026.
274. Ferrante Neri, Bernard-marie Onzo, Yu Xue, Moncef Gabbouj, Khursheed Aurangzeb, “GraphCETF: Cost-Effective Training-Free Acceleration for Evolutionary Graph Neural Architecture Search,” Knowledge-Based Systems, accepted 2026.
275. Simon Laflamme*, Erik Blasch*, Filippo Ubertini*, Zheng Liu*, John Wertz, Christine Knott, Matthew Cherry, Eric Lindgren, Fu-Kuo Chang, Amrita Kumar, Jack Poole, Keith Worden, Austin Downey, Jie Wei, Patrick F Musgrave, Adrian S Wong, Giuseppe Quaranta, Marco Martino Rosso, Giuseppe Carlo Marano, Yu Chen, Erika Ardiles-Cruz, Mohammad Hesam Soleimani-Babakamali, Onur Avci, Daniel J Inman, Ertugrul Taciroglu, Jacob Dodson, Genda Chen, Wei Meng, Chang Zhu, Zemin Liu, Jie Zuo, Quan Liu, Sadik Khan, Chao Hu, Zhen Hu, Alice Cicirello, Elizabeth Cross, Eleni Chatzi, Yang Weng, Jingyi Yuan, Song Wen, Ligong Han, Dimitris Metaxas, Eleonora Maria Tronci, Babak Moaveni, Qian Chen, Ming Shan Ng, Jurgen Hackl, Genshe Chen, Sixiao Wei, Stergios-Aristoteles Mitoulis, Ivan Izonin, Giuseppina Uva, Sergio Ruggieri, Zhu Mao, Serkan Kiranyaz, Ozer Can Devecioglu, Moncef Gabbouj and Javad Mohammadi, Roadmap: Integrating artificial intelligence in structural health monitoring systems,” Measurement Science and Technology, Volume 37, Number 10, DOI 10.1088/1361-6501/ae3abb.
276. Sanaz Nami, Farhad Pakdaman, Mahmoud Reza Hashemi, Shervin Shirmohammadi, and Moncef Gabbouj, "JNTD: Towards Just Noticeable frame rate-based Temporal Difference for Perceptual Video Coding," IEEE Transactions on Circuits and Systems for Video Technology, vol. 36, no. 3, pp. 3422-3437, March 2026,doi:10.1109/TCSVT.2025.3625666.

277. Yu Xue, Yufeng Zou, Mohamed Wahib, Peng Chen, Moncef Gabbouj, “Neural Architecture Search for Generative Adversarial Networks with Hybrid Convolution,” Neurcomputing, accepted 18 March 2026.

     B. Book Chapters and Proceedings

278. C.F.N. Cowan, E.J. Coyle, M. Gabbouj, V.J. Mathews, I. Pitas and G. Sicuranza, “Introduction to Nonlinear Signal Processing,” Chapter 1 in Circuits and Systems Tutorials, C. Toumazou, ED., Oxford, UK, IEEE ISCAS’94, 1994, pp. 1-4.
279. Moncef Gabbouj, "Weighted Median Filtering -- Striking Analogies to FIR Filters," in Circuits and Systems Tutorials, C. Toumazou, ED., Oxford, UK, IEEE ISCAS’94, 1994, pp. 5-21.
280. S. Peltonen, P. Kuosmanen, K. Egiazarian, M. Gabbouj and J. Astola, “Analysis and optimization of weighted order statistics and stack filters,” in Nonlinear Image Processing, S.K. Mitra and G.L. Sicuranza, Eds., Academic Press, 2001. 
281. Doina Petrescu, Ioan Tabus, Moncef Gabbouj, “Optimal Design of Boolean and Stack Filters and Their Application in Image Processing,” in Nonlinear Model Based Image/Video Processing and Analysis, C. Kotropoulos, I. Pitas (Editors) ISBN: 0-471-37735-X, Wiley Interscience, pp. 15-58, April 2001.
282. Ye-Kui Wang, Miska M. Hannuksela, Kerem Caglar and Moncef Gabbouj, “Improved Error Concealment Using Scene Information,” in Visual Content Processing and Representation, Lecture Notes in Computer Science, vol. 2849, Springer 2003, and presented at the 8th International Workshop, VLBV 2003, Narciso Garcia, José M. Martinez and Luis Salgado, Eds., Madrid, Spain, 18-19 September 2003, pp. 283-289.  
283. Ye-Kui Wang, Miska M. Hannuksela and Moncef Gabbouj, “Error Resilient Video Coding Using Unequally Protected Key Pictures,” in Visual Content Processing and Representation, Lecture Notes in Computer Science, vol 2849, Springer 2003, also presented at the 8th International Workshop, VLBV 2003, N. Garcia, J. M. Martinez and L. Salgado, Eds., Madrid, Spain, 18-19 September 2003, pp. 290-297.  
284. R.K. Pearson and M. Gabbouj, “Finite-Set Signal Processing,” in Advances in Nonlinear Signal and Image Processing, S. Marshall and G. L. Sicuranza (Editors), Hindawi Publishing Corporation, 2006, pp. 49-78.
285. Iftikhar Ahmad and Moncef Gabbouj, “Audio-Visual Multimedia Retrieval on Mobile Devices,” in Multimedia Services in Intelligent Environments – Advanced Tools and Methodologies, Series: Studies in Computational Intelligence, vol. 120, George A. Tsihrintzis and Lakhmi C. Jain, Editors, 2008.  
286. Cixun Zhang, Kemal Ugur, Jani Lainema and Moncef Gabbouj, “Video Coding Using Spatially Varying Transform,” in Advances in Image and Video Technology, Lecture Notes in Computer Science, vol. 5414, Springer 2009.  
287. Ronald K. Pearson and Moncef Gabbouj, "Algebraic Characterization of Nonlinear Digital Filters," in Festschrift in Honor of Jaakko Astola on the Occasion of his 60th Birthday. Ioan Tabus, Karen Egiazarian and Moncef Gabbouj, (Eds), Tampere International Center for Signal Processing, TICSP Series # 47, 2009, pp. 145-168.  
288. Serkan Kiranyaz, Turker Ince, and Moncef Gabbouj, "Dynamic data clustering using stochastic approximation driven multi-dimensional particle swarm optimization," In Proc. of European Conference on the Applications of Evolutionary Computation, Lecture Notes in Computer Science, LNCS 6024, pp. 336-343, Springer 2010.
289. Turker Ince, Serkan Kiranyaz and Moncef Gabbouj, "A Generic and Patient-Specific Electrocardiogram Signal Classification System," Chapter 4, pp. 79-99, in ECG Signal Processing, Classification and Interpretation, Adam Gacek, Witold Pedrycz (Eds), Springer-Verlag London Limited, 2012.
290. Jani Nurminen, Hanna Silen, Victor Popa, Elina Helander and Moncef Gabbouj, "Voice Conversion," in Speech Enhancement, Modeling and Recognition - Algorithms and Applications, ISBN 979-953-307-620-0, S. Ramakrishnan, Ed., Intech 2012.
291. Junyong You, Andrew Perkis, Moncef Gabbouj and Touradj Ebrahimi, "Hierarchical Semantic Content Analysis and Its Applications in Multimedia Summarization and Browsing," in TV Content Analysis: Techniques and Applications, Shiguo Lian, Ed., Auerbach Publications, 2012.
292. Serkan Kiranyaz, Murat Birinci and Moncef Gabbouj, "Perceptual color descriptors," In Perceptual Digital Imaging: Methods and Applications, R. Lukac, Ed., CRC Press, Taylor & Francis, pp.319-358, September 2012.
293. Ahmad, I., Rantanen, P., Sillberg, P., Laaksonen, J., Liu, S., Forss, T., Malik, A., Nieminen, M., Shetty, R., Ishikawa, S., Kallio, J., Saarinen, J. P., Gabbouj, M. & Soini, J, “VisualLabel: An Integrated Multimedia Content Management and Access Framework,” Information Modelling and Knowledge Bases XXIX (ebook). Amsterdam: IOS Press, Vol. 301, p. 321-342, Series Frontiers in Artificial Intelligence and Applications; vol. 301), Feb. 2018, 10.3233/978-1-61499-834-1-321. http://ebooks.iospress.nl/publication/48573.
294. Onur Avci, Osama Abdeljaber, Serkan Kiranyaz, Mohammed Hussein, Moncef Gabbouj, Daniel Inman, ”A New Benchmark Problem for Structural Damage Detection: Bolt Loosening Tests on a Large-Scale Laboratory Structure,” in Dynamics of Civil Structures, Volume 2, Springer 2022, DOI: 10.1007/978-3-030-77143-0_2.
295. Kateryna Chumachenko, Moncef Gabbouj, Alexandros Iosifidis, “Object Detection and Tracking,” in Deep Learning for Robot Perception and Cognition, Alexandros Iosifidis and Anastasios Tefas, Eds, Academic Press, 2022, pp. 243-278. ISBN 9780323857871, https://doi.org/10.1016/B978-0-32-385787-1.00016-6. (https://www.sciencedirect.com/science/article/pii/B9780323857871000166)
296. Dat Thanh Tran, Moncef Gabbouj, Alexandros Iosifidis, “Progressive and Compressive Learning,” in Deep Learning for Robot Perception and Cognition, Alexandros Iosifidis and Anastasios Tefas, Eds, Academic Press, 2022, pp. 187-220. 10.1016/B978-0-32-385787-1.00014-2.
297. Serkan Kiranyaz, Turker Ince, Muhammad E.H. Chowdhury, Aysen Degerli, Moncef Gabbouj, “Biosignal time-series analysis,” in Deep Learning for Robot Perception and Cognition, Alexandros Iosifidis and Anastasios Tefas, Eds, Academic Press, 2022, pp. 491-539. 10.1016/B978-0-32-385787-1.00024-5.
298. Aysen Degerli, Mehmet Yamac, Mete Ahishali, Serkan Kiranyaz, Moncef Gabbouj, “Medical Image Analysis,” in Deep Learning for Robot Perception and Cognition, Alexandros Iosifidis and Anastasios Tefas, Eds, Academic Press, 2022, pp. 541-577, DOI 10.1016/B978-0-32-385787-1.00025-7.

299. Mete Ahishali, Serkan Kiranyaz, and Moncef Gabbouj, “Classification of SAR Images Using Compact Convolutional Neural Networks,” In Springer Optimization and Its Applications, Vol 199, Springer, p. 147-193, 2022.

     C. PEER REVIEWED SCIENTIFIC CONFERENCE ARTICLES

300. M. Gabbouj and E.J. Coyle, "Design of Optimal Stack Filters with Structural Constraints under the MAE Criterion," Proceedings of the IEEE 32nd Midwest Symposium on Circuits and Systems, Champaign, Illinois, August 1989.
301. E.J. Coyle, J.-H. Lin and M. Gabbouj, “Optimal Stack Filtering and the Estimation and Structural Approaches to Image Processing,” Proc. of the Sixth Multidimensional Signal Processing Workshop, 6-8 Sept. 1989, p. 193.
302. Moncef Gabbouj, Petri Haavisto, and Yrjö Neuvo, "Recent Advances in Median Filtering," invited), Proceedings of the 1990 Bilkent Conference on New Trends in Communication, Control, and Signal Processing, vol. II, E. Arikan, Ed., Elsevier Science Publishers B.V., Bilkent University, Ankara, Turkey, July 2-5, 1990, pp. 1080-1094.
303. Moncef Gabbouj and Edward J. Coyle, "Minimax Optimization Over the Class of Stack Filters," Proceedings of the SPIE Visual Communications and Image Processing, VCIP´'90, Lausanne, Switzerland, October 1-4, 1990, pp. 143-154.
304. B. Zeng, M. Gabbouj, and Y. Neuvo, "Optimal Stack Filtering and Classical Bayes Decision," Proceedings of the International Conference on Acoustics, Speech and Signal Processing, Toronto, Canada, May 1991, pp. 2009-2012.  
305. M. Gabbouj, P.-T. Yu and E.J. Coyle, "Convergence Behavior and Convergence Rates of Stack Filters," Proceedings of the IEEE International Symposium on Circuits and Systems, Singapore, June 11-14, 1991, pp. 216-219.  
306. E.J. Coyle, M. Gabbouj and J.-H. Lin, "From Median Filters to Optimal Stack Filtering," Proceedings of the 1991 IEEE International Symposium on Circuits and Systems, Singapore, June 11-14, 1991, pp. 9-12.  
307. B. Zeng, M. Gabbouj and Y. Neuvo, "Rank-Order Filters and Bayes Posterior Decision," Proceedings of the 1991 IEEE International Symposium on Circuits and Systems, Singapore, June 11-14, 1991, pp. 224-227.  
308. M. Gabbouj, P. Haavisto and Y. Neuvo, "Generating Idempotent Filters," Proceedings of the 1991 IEEE International Symposium on Circuits and Systems, Singapore, June 11-14, 1991, pp. 372-375.  
309. B. Zeng, M. Gabbouj, and Y. Neuvo, "Design of Optimal Generalized Stack Filters under the Mean Absolute Error Criterion," Proceedings of the IEEE Visual Signal Processing and Communications, Hsingchu, Taiwan, June 5-7, 1991, pp. 79-82.
310. H. Tenhunen, M. Gabbouj, I. Defee, P. Jarske, and Y. Neuvo, "International Digital Signal Processing Course Programme at TUT," Proceedings of the 2nd EUROCHIP Workshop on VLSI Training, Grenoble, France, 30 September  - 2 October, 1991.
311. B. Zeng, M. Gabbouj, and Y. Neuvo, "Design of Minimum MAE Generalized Stack Filters for Image Processing," Proceedings of the SPIE Visual Communications and Image Processing, VCIP´91, Boston, Massachusetts, 10-13 November, 1991.
312. M. Gabbouj and Q. Wang, "Nonlinear Digital Filters in Signal Processing," Proceedings International AMSE Conference on Signals, Data, Systems, with Emphasis on Electrical & Electronics Engineering, AMSE Press, Djerba, Tunisia, 11-13 November 1991, pp. 3-16.
313. J. Nieweglowski, L. Yin, M. Gabbouj, and Y. Neuvo, "Optimal Weighted Order Statistic Filters Under Structural Constraints," Proceedings IEEE International Symposium on Circuits and Systems, Special Session on Nonlinear Filtering, Sheraton Harbor Island, San Diego, USA, 10-13 May, 1992, pp. 2621-2624.  
314. M. Gabbouj and E.J. Coyle, "Minimax Stack Filtering in a Parameterized Environment," Proceedings IEEE International Symposium on Circuits and Systems, Sheraton Harbor Island, San Diego, USA, 10-13 May, 1992, pp. 97-100.  
315. Q. Wang, M. Gabbouj, and Y. Neuvo, "State Description for the Root Signal Sets of Morphological Filters," Proceedings IEEE International Symposium on Circuits and Systems, Sheraton Harbor Island, San Diego, USA, 10-13 May, 1992, pp. 113-116.  
316. Q. Wang, M. Gabbouj, and Y. Neuvo, "Computing the Cardinality of Root Signal Sets of Morphological Filters," Proceedings EUSIPCO-92 Sixth European Signal Processing Conference, Brussels, Belgium, 25-28 August 1992, pp. 1013-1016.
317. R. Yang, L. Yin, M. Gabbouj, and Y. Neuvo, "2-D Optimal Weighted Median Filters," Proceedings 1992 IEEE Workshop on Visual Signal Processing and Communications, North Carolina State University, Raleigh, North Carolina, September 2-3, 1992, pp. 31-35.
318. J.A. Bangham, T.G. Campbell and M. Gabbouj, "The Quality of Edge Preservation by Non-Linear Filters," Proceedings 1992 IEEE Workshop on Visual Signal Processing and Communications, North Carolina State University, Raleigh, North Carolina, September 2-3, 1992, pp. 36-39.
319. O. Vainio, P. Haavisto, and M. Gabbouj, "VLSI Architecture for the Vector Median," Proceedings 1992 IEEE Workshop on Visual Signal Processing and Communications, North Carolina State University, Raleigh, North Carolina, September 2-3, 1992, pp. 25-30.
320. T. Sun, M. Gabbouj, and Y. Neuvo, "Deterministic Properties of Center Weighted Median Filters," Proceedings 1992 International Conference on Communication Technology, Tsinghua Campus, Beijing, P.R. China, September 16-18, 1992, pp. 06.06.1--4.
321. T. Sun, M. Gabbouj, and Y. Neuvo, "Weighted Median and Mean Hybrid Adaptive Filtering Based on Local Statistics," Proceedings 1992 International Conference on Communication Technology, Tsinghua Campus, Beijing, P.R. China, September 16-18, 1992, pp. 06.09.1--4.
322. J. Nurmi, H. Tenhunen, O. Vainio, and M. Gabbouj, "Architectures and Design Methodologies for VLSI Digital Filtering," Proceedings International Conference on Microelectronics, ICM'92, Monastir, Tunisia, December 19-21, 1992, pp. 5.2.1-5.
323. E.J. Coyle, M. Gabbouj, and J. Yoo, "Order Statistics-Based Nonlinear Filters: Stack Filters and Weighted Median Filters," (invited tutorial) Proceedings IEEE Winter Workshop on Nonlinear Digital Signal Processing, Murikka Educational Center, Tampere, Finland, January 17-20, 1993, pp. T-3.1--9.  
324. A.G. Bors and M. Gabbouj, "Optimum Structure for a Radial Basis Functions Based Equalizer," Proceedings IEEE Winter Workshop on Nonlinear Digital Signal Processing, Murikka Educational Center, Tampere, Finland, January 17-20, 1993, pp. 6.2-7.1--6.  
325. B.P. Dobrin, T.G. Campbell, and M. Gabbouj, "A Fast Algorithm for Running Computation of Center Weighted Rank Order Filters," Proceedings IEEE Winter Workshop on Nonlinear Digital Signal Processing, Murikka Educational Center, Tampere, Finland, January 17-20, 1993, pp. P-8.1--5.  
326. Marta Karczewicz and Moncef Gabbouj, "A Simple Adaptive Filter for the Restoration of Nonstationary Signals," Proceedings IEEE Winter Workshop on Nonlinear Digital Signal Processing, Murikka Educational Center, Tampere, Finland, January 17-20, 1993, pp. P-9.1--6.  
327. T. Sun, M. Gabbouj, and Y. Neuvo, "Adaptive L-Filters Based on Local Statistics," Proceedings IEEE Winter Workshop on Nonlinear Digital Signal Processing, Murikka Educational Center, Tampere, Finland, January 17-20, 1993, pp. 3.2-2.1--4.
328. I. Tabus, M. Gabbouj, and Y. Lin, "Real Domain Adaptive WOS Filtering Using Neural Network Approximations," Proceedings IEEE Winter Workshop on Nonlinear Digital Signal Processing, Murikka Educational Center, Tampere, Finland, January 17-20, 1993, pp. 7.2-1.1--6.  
329. R. Yang, L. Yin, M. Gabbouj, J. Astola, and Y. Neuvo, "Performance of Detail-Preserving Weighted Median Filters for Image Processing," Proceedings IEEE Winter Workshop on Nonlinear Digital Signal Processing, Murikka Educational Center, Tampere, Finland, January 17-20, 1993, pp. 5.1-3.1--6.  
330. T. Sun, M. Gabbouj and Y. Neuvo, "Center Weighted Median Filtering: Overview and Recent Advances", Proceedings 13th Tunisian Conference on Electro-Technical & Automatic Control, Hammamet, Tunisia, February 5-7, 1993, pp. 84-93.
331. R. Yang, L. Yin, M. Gabbouj, J. Astola, and Y. Neuvo, "Optimal Weighted Median Filters Under Structural Constraints," Proceedings IEEE International Symposium on Circuits and Systems, Chicago, IL, May 3-6, 1993, pp. 942-945.
332. T. Viero, M. Gabbouj, and Y. Neuvo, "Analysis of Impulsive Noise Attenuation Capability of Multivariate OS and Morphological Filters," Proceedings International Workshop on Mathematical Morphology and its Applications to Signal Processing, Barcelona, Spain, May 1993, pp. 11-16.
333. I. Tabus and M. Gabbouj, "Neural Network Training Methods for Optimal Weighted Order Statistics Filter Design," Studies in Informatics and Control, Vol. 3, No. 1, March 1994, pp. 89-95, also in Proceedings 9th International Conference on Control Systems and Computer Science, Bucharest, Romania, May 25-28, 1993, pp. 131-136.
334.  D. Petrescu, I. Tabus and M. Gabbouj, "Adaptive Morphological Filters with Nonflat Structuring Elements," Technical Report, No. 10, Signal Processing Laboratory, Tampere University of Technology, May 1993.
335. R. Yang, L. Yin, M. Gabbouj and Y. Neuvo, "Optimal Weighted Median Filtering for Image Restoration, Proceedings Image Processing: Theory and Applications, G. Vernazza, A.N. Venetsanopoulos, C. Braccini, Editors, 1993 Elsevier Science Publishers B.V., San Remo, Italy, 14-16 June, 1993, pp. 283-286.
336. R. Yang, M. Gabbouj and Y. Neuvo, "On Convergence Behavior of Symmetric Weighted Median Filters," Proceedings ECCTD'93, Circuit Theory and Design, H. Dedieu, Editor, 1993 Elsevier Science Publishers B.V., Davos, Switzerland, August 30 - September 3, 1993, pp. 1053-1059.
337. I. Tabus, D. Petrescu and M. Gabbouj, "A Training Framework for Boolean and Stack Filtering: Optimal Design and Robustness Case Studies," Technical Report, No. 11, Signal Processing Laboratory, Tampere University of Technology, August 1993.
338. D. Petrescu, I. Tabus and M. Gabbouj, "Multistage Boolean and Stack Filters and Applications to Image Restoration and Adaptive Skeletonization," Technical Report, No. 12, Signal Processing Laboratory, Tampere University of Technology, August 1993.
339. T. Sun, M. Gabbouj and Y. Neuvo, "Image Restoration by One-Dimensional Adaptive Center Weighted Median Filters," Proceedings ECCTD'93, Circuit Theory and Design, H. Dedieu, Editor, 1993 Elsevier Science Publishers B.V., Davos, Switzerland, August 30 - September 3, 1993, pp. 1453-1458.
340. A.G. Bors and M. Gabbouj, "Quadrature Modulated Signal Detection Based on Gaussian Neural Networks," Proceedings IEEE Workshop on Visual Signal Processing and Communications, Melbourne, Australia, September 20-22, 1993, pp. 113-116.
341. I. Tabus and M. Gabbouj, "Applications of Neural Networks Training Methods to Optimal WOS Image Filtering," Proceedings IEEE Workshop on Visual Signal Processing and Communications, Melbourne, Australia, September 20-22, 1993, pp. 155-158.
342. T. Sun, M. Gabbouj, and Y. Neuvo, "Data-Dependent Weighted Median Filters for Image Processing," Proceedings of the International Conference on Signal Processing, Beijing, China, October 26-30, 1993, pp. 55-58.
343. I. Tabus, D. Petrescu and M. Gabbouj, "Solutions for Optimal Boolean and Stack Filter Design under a Training Framework," Proceedings 27th Annual Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA., November 1-3, 1993, pp. 1011-1015.
344. D. Sindoukas, S. Fotopoulos and M. Gabbouj, "Performance Evaluation and Behavior of the Floating-Point 16 kb/s LD-CELP Coder in Noisy Channels," Proceedings 27th Annual Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA., November 1-3, 1993, pp. 935-939.
345. I. Tabus, D. Petrescu and M. Gabbouj, "Multilayer Boolean and Stack Filter Design," Proceedings IS&T/SPIE Symposium on Electronic Imaging Science & Technology, Nonlinear Image Processing V, San Jose Convention Center, CA., February 6-10, 1994.
346. R. Yang, M. Gabbouj, and Y. Neuvo, "Synthesis of Stack Filters by Rank Selection Probabilities," Proceedings IS&T/SPIE Symposium on Electronic Imaging Science & Technology, Nonlinear Image Processing V, San Jose Convention Center, CA., February 6-10, 1994.
347. F. Alaya Cheikh, J. Astola and M. Gabbouj, "When Are Two Weighted Median Filters Identical?" Proceedings IS&T/SPIE Symposium on Electronic Imaging Science & Technology, Nonlinear Image Processing V, San Jose Convention Center, CA., February 6-10, 1994.
348. B. Dobrin, T. Viero, and M. Gabbouj, "Fast Watershed Algorithms: Analysis and Extensions," Proceedings IS&T/SPIE Symposium on Electronic Imaging Science & Technology, Nonlinear Image Processing V, San Jose Convention Center, CA., February 6-10, 1994, pp. 209-220.
349. T. Sun, M. Gabbouj, and Y. Neuvo, "Image Restoration by Multistage Adaptive Center Weighted Median Filters," Proceedings IS&T/SPIE Symposium on Electronic Imaging Science & Technology, Nonlinear Image Processing V, San Jose Convention Center, CA., February 6-10, 1994.
350. R. Yang, M. Gabbouj, and Y. Neuvo, "Nonlinear Image Filtering with Structural Approach," Proceedings IS&T/SPIE Symposium on Electronic Imaging Science & Technology, Image and Video Processing II, San Jose Convention Center, CA., February 6-10, 1994.
351. R. Yang, M. Gabbouj, and Y. Neuvo, "Nonlinear Preprocessing Scheme for JPEG-based Image Coding," Proceedings IS&T/SPIE Symposium on Electronic Imaging Science & Technology, Image and Video Compression, San Jose Convention Center, CA., February 6-10, 1994.
352. I. Pitas, C. Kotropoulos, N. Nikolaidis, R. Yang, and M. Gabbouj, "A Class of Order Statistics Learning Vector Quantizers," Proceedings IEEE International Symposium on Circuits and Systems, London, 30 May - 2 June 1994, pp. 6.387-390.  
353. T. Sun, M. Gabbouj, and Y. Neuvo, "The PBF of One Weight Weighted Median Filters," Proceedings IEEE International Symposium on Circuits and Systems, London, 30 May - 2 June 1994, pp. 2.201-204.  
354. R. Yang, M. Gabbouj, and P.-T. Yu, "Parametric Analysis of Weighted Order Statistic Filters,” Proceedings IEEE International Symposium on Circuits and Systems, London, 30 May - 2 June 1994, pp. 2.209-212.  
355. R. Yang, M. Gabbouj, and Y. Neuvo, "An Efficient Design Method for Optimal Weighted Median Filtering," Proceedings IEEE International Symposium on Circuits and Systems, London, 30 May - 2 June 1994, pp. 2.633-636.  
356. I. Tabus and M. Gabbouj, "Stacking Matrix Based Fast Procedure for Optimal Stack Filter Design," Proceedings SPIE, Image Algebra and Morphological Image Processing Conference V, San Diego, CA., 24-29 July 1994.
357. I. Tabus, D. Petrescu and M. Gabbouj, "Optimal Stack Filter Design with Symmetry Constraints," Proceedings of the 1994 European Signal Processing Conference, Edingborough, September 1994.
358. H. Chen, R. Yang, and M. Gabbouj, "The Convergence Rate of Symmetric Weighted Median Filters," Proceedings of the 1994 European Signal Processing Conference, Edingborough, September 1994.
359. D. Petrescu, I. Tabus, and M. Gabbouj, "Adaptive Skeletonization Using Multistage Boolean and Stack Filtering," Proceedings of the 1994 European Signal Processing Conference, Edingborough, September 1994.
360. B. Dobrin, T. Viero, and M. Gabbouj, "An Improved Split-and-Merge Watershed Algorithm," Proceedings ISMM'94: Mathematical Morphology and its Applications to Image Processing, J. Serra and P. Soille, Eds., Fontainebleau, France, September 1994, pp. 17-18.
361. A. Moga, T. Viero, B. Dobrin and M. Gabbouj, "Implementation of a Distributed Watershed Algorithm," Proceedings ISMM'94: Mathematical Morphology and its Applications to Image Processing, J. Serra and P. Soille, Eds., Fontainebleau, France, September 1994, pp. 281-288.
362. M. Karczewicz, M. Gabbouj and J. Astola, "Robust B-Spline Image Smoothing," Proceedings 1994 International Conference on Image Processing, Austin, Texas, November 13-16, 1994, pp. 540-544.  
363. A. Taguchi, M. Gabbouj, I. Tabus and P.-T. Yu, "Adaptive Fuzzy WOS Filtering," Proceedings ISANN'94, NCKU, Tainan, Taiwan, R.O.C., December 15-17, 1994.
364. M. Gabbouj and I.  Tabus, "TUT Noisy Image Database, Version 1.0," Technical Report, No. 13, Signal Processing Laboratory, Tampere University of Technology, December 1994; also by anonymous ftp from sigftp.cs.tut.fi, directory pub/nat/imagedatabase.
365. I. Tabus and M. Gabbouj, "Fast Order-Recursive Algorithms for Optimal Stack Filter Design,” Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 1995, Detroit, MI, 8-12 May 1995, pp. 2391-2394.  
366. I. Tabus and M. Gabbouj, "Modeling Capabilities of Markov Chain Models for Binary Signals and Order Selection Procedures,” Proceedings of the Int. Conference on Circuits, Systems and Computer Science, Romania, May 1995, pp. 94-99.
367. B. Cramariuc, A.  Moga and M.  Gabbouj, "A Parallel Watershed Algorithm Based on the Shortest Path Computation," Proceedings Workshop on Parallel Programming and Computation, Linköping, Sweden, May 17-18, 1995.
368. A. Moga, T. Viero, M.  Gabbouj, M. Noelle, G. Schreiber and H. Burkhardt, "Parallel Watershed Algorithm Based on Sequential Scanning," Proceedings 1995 IEEE Workshop on Nonlinear Signal and Image Processing, NSIP 1995, Neo-Marmaris, Greece, June 20-22, 1995.  
369. K. Tang, M.  Gabbouj and J.  Astola, "A Novel Nonlinear Vector Filter for Grey-level Image Filtering," Proceedings 1995 IEEE Workshop on Nonlinear Signal and Image Processing, NSIP 1995, Neo-Marmaris, Greece, June 20-22, 1995.  
370. I. Shmulevich, T.M. Sellke, M. Gabbouj and E.J. Coyle, "Stack Filters and Free Distributive Lattices," Proceedings 1995 IEEE Workshop on Nonlinear Signal and Image Processing, NSIP 1995, Neo-Marmaris, Greece, June 20-22, 1995.  
371. M. Karczewicz, M. Hämäläinen and M.  Gabbouj, "Multiple Knot Spline Approximation for ECG Data Compression," Proceedings 1995 IEEE Workshop on Nonlinear Signal and Image Processing, NSIP 1995, Neo-Marmaris, Greece, June 20-22, 1995.  
372. I. Tabus and M.  Gabbouj, "Model Based Approach to Optimal Stack Filter Design in the Threshold Domain," Proceedings 1995 IEEE Workshop on Nonlinear Signal and Image Processing, NSIP 1995, Neo-Marmaris, Greece, June 20-22, 1995.  
373. I. Tabus and M. Gabbouj, "Image Restoration Using Boolean and Stack Filters," Proceedings of the IEEE Workshop on Nonlinear Signal and Image Processing, NSIP 1995, Neo-Marmaris, Greece, June 20-22, 1995, pp. 90-93.  
374. D. Petrescu, I.  Tabus and M.  Gabbouj, "Optimal Nonflat Structuring Element Morphological Filter Design," Proceedings International Conference on Digital Signal Processing, Limassol, Cyprus, June 26-28, 1995.
375. B. Cramariuc, A.  Moga and M.  Gabbouj, "Image Segmentation by Component Labeling," Proceedings International Conference on Digital Signal Processing, Limassol, Cyprus, June 26-28, 1995.
376. A. Moga, B.  Cramariuc and M.  Gabbouj, "A Parallel Watershed Algorithm Based on Rainfalling Simulation," Proceedings 1995 European Conference on Circuit Theory and Design, Istanbul, Turkey, August 27-31, 1995.
377. D. Petrescu, I.  Tabus and M.  Gabbouj, "Edge Detection Based on Optimal Stack Filtering under Given Noise Distribution," Proceedings 1995 European Conference on Circuit Theory and Design, Istanbul, Turkey, August 27-31, 1995.
378. K. Tang and M.  Gabbouj, "An Adaptive Multivariate Trimmed Mean Filter for Color Image Enhancement," Proceedings 1995 European Conference on Circuit Theory and Design, Istanbul, Turkey, August 27-31, 1995.
379. M. Gabbouj and F. Alaya Cheikh, "Vector Median-Vector Directional Hybrid Filter for Color Image Restoration," Technical Report #14, Tampere University of Technology, Tampere, September 1995.
380. A. Moga, B.  Cramariuc and M.  Gabbouj, "An Efficient Watershed Segmentation Algorithm Suitable for Parallel Implementation," Proceedings 1995 IEEE International Conference on Image Processing, Washington, D.C., October 23-26, 1995, Vol. II, pp. 101-104.  
381. ESPRIT BRA 7130 NAT Consortium, "Performance Comparison of Several Nonlinear Filter Classes for Image Restoration,” Internal Report, M. Gabbouj, Editor, February 1996.
382. X. Song, R. Yang, K. Saarinen and M. Gabbouj, "Use of Fractals and Median Type Filters in Color Texture Segmentation," Proceedings IEEE International Symposium on Circuits and Systems, Atlanta, Georgia, 12-15 May 1996.  
383. D. Petrescu, I.  Tabus and M.  Gabbouj, "Locally Adaptive Techniques for Stack Filtering,” Proceedings of the 1996 European Signal Processing Conference, EUSIPCO 1996, Trieste, Italy, 10-13 September 1996. 
384. M. Gabbouj and F. Alaya Cheikh, "Vector Median - Vector Directional Hybrid Filter for Color Image Restoration,” Proceedings of the 1996 European Signal Processing Conference, EUSIPCO 1996, Trieste, Italy, 10-13 September 1996.  PS
385. F. Alaya Cheikh, R. Hamila, M. Gabbouj and J. Astola, "Impulse Noise Removal in Highly Corrupted Color Images," Proceedings of the 1996 IEEE International Conference on Image Processing, Lausanne, Switzerland, 16-19 September 1996, pp. 997-1000.  
386. A. Moga and M.  Gabbouj, "A Parallel Marker-Based Watershed Transformation," Proceedings of the 1996 IEEE International Conference on Image Processing, Lausanne, Switzerland, 16-19 September 1996, pp. 137-140.  
387. I. Tabus, D. Petrescu and M. Gabbouj, "A Training Based Optimal Stack Filter Design under Structural Constraints," Proceedings of the 1996 IEEE International Conference on Image Processing, Lausanne, Switzerland, 16-19 September 1996, pp. 761-764.  
388. I. Tabus, D. Petrescu and M. Gabbouj, "Optimal Boolean and Stack Predictors under Error Entropy Criterion with Applications to Lossless Image Coding," Proceedings of the First Noblesse Workshop on Nonlinear Methods in Model-Based Image Interpretation, Lausanne, Switzerland, 20 September 1996, pp. 17-22.
389. D. Petrescu, I.  Tabus and M.  Gabbouj, "Library-Median-Stack (L-M-S) Filters for Image Restoration Applications," in Proceedings of the 1996 IEEE Nordic Signal Processing Symposium, Espoo, Finland, 24-27 September 1996, pp. 91-94.
390. F. Alaya Cheikh, M. Gabbouj, R. Hamila and J. Astola, "Fuzzy Weighted Mean Filter for Color Image Restoration," Proceedings of the 1996 IEEE Nordic Signal Processing Symposium, Espoo, Finland, 24-27 September 1996, pp. 29-32.
391. D. De Vleeschauwer, P. De Smet and M. Gabbouj, "Improvement of the Block Matched Parallax Field by Non-Linear Diffusion," Proceedings of the 1996 IEEE Nordic Signal Processing Symposium, Espoo, Finland, 24-27 September 1996, pp. 37-40.
392. P. De Smet, D. De Vleeschauwer and M. Gabbouj, "Improving the Accuracy of Motion Vectors Obtained by Block Matching," Proceedings of the 1996 IEEE Nordic Signal Processing Symposium, Espoo, Finland, 24-27 September 1996, pp. 247-250.
393. B. Cramariuc and M. Gabbouj, "Automatic Marker Extraction for Marker Based Segmentation," Proceedings of the 1996 IEEE Nordic Signal Processing Symposium, Espoo, Finland, 24-27 September 1996, pp. 259-262.
394. X. Pei, A. Moga and M. Gabbouj, "Segmentation of Noisy Images with Watershed Transformation," Proceedings of the 1996 IEEE Nordic Signal Processing Symposium, Espoo, Finland, 24-27 September 1996, pp. 262-265.
395. R. Hamila, J. Astola, M. Gabbouj and M. Renfors, “Teager Energy and the Ambiguity Function,” Technical Report 2-1997, Tampere University of Technology, Department of Information Technology, 1997.
396. D. Petrescu, I.  Tabus and M.  Gabbouj, "Prediction Based on Boolean, FIR-Boolean Hybrid and Stack Filters for Lossless Image Coding," Proceedings of the International Conference on Acoustics, Speech and Signal Processing, ICASSP 1997, Munich, Germany, 21-24 April 1997, pp. 2965-2968.  
397. B. Cramariuc and M. Gabbouj, "Color Image Segmentation Using a Clustering Based Region Growing Algorithm," Proceedings of the Finnish Signal Processing Symposium, Pori, Finland, 22 May 1997, pp. 70-74.
398. D. Petrescu, I.  Tabus and M.  Gabbouj, "FIR-Boolean Hybrid Filtering Architecture and Applications in Image Processing,” Proceedings of the Finnish Signal Processing Symposium, Pori, Finland, 22 May 1997, pp. 124-128.
399. R. Öktem and M. Gabbouj, "Color Image Processing with B-Spline Modeling," Proceedings of the IEEE International Symposium on Circuits and Systems, June 9-12, Hong Kong, 1997, pp. 1177-1180.  
400. Cramariuc and M. Gabbouj, "Comparison of Different Clustering Kernels for the Classification Based Region Growing," Proceedings of the Workshop on Image Analysis for Multimedia Interactive Services, Louvain-la-Neuve, Belgium, 24-25 June 1997, pp. 178-183.
401. B. Cramariuc, M. Gabbouj and J. Astola, "Clustering Based Region Growing Algorithm for Color Image Segmentation," Proceedings of the 13th International Conference on Digital Signal Processing, Santorini, Greece, 2-4 July 1997, vol. 2, pp. 857-860.  
402. D. De Vleeschauwer, F. Alaya-Cheikh, R. Hamila and M. Gabbouj, "Watershed Segmentation of an Image Enhanced by Teager Energy Driven Diffusion," Proceedings of the Sixth International Conference on Image Processing and Its Applications, Dublin, Ireland, 14-17 July 1997, pp. 254-258.
403. X. Pei and M. Gabbouj, "Robust Image Contour Detection by Watershed Transformation," Proceedings of the IEEE Nonlinear Signal and Image Processing Workshop, NSIP 1997, Mackinac Island, Michigan, USA, 7-10 September 1997.  
404. B. Cramariuc, I. Tabus and M. Gabbouj, "Use of Predictive Coding Distribution for Edge Detection," Proceedings of the IEEE Nonlinear Signal and Image Processing Workshop, NSIP 1997, Mackinac Island, Michigan, USA, 7-10 September 1997.  
405. D. Petrescu and M. Gabbouj, "Adaptive Boolean Filters for the Prediction Stage in Lossless Image Compression," Proceedings of the IEEE Nonlinear Signal and Image Processing Workshop, NSIP 1997, Mackinac Island, Michigan, USA, 7-10 September 1997.  
406. R. Öktem and M. Gabbouj, "Multiresolution Decomposition Based Data Compression With B-Splines," Proceedings of the IEEE Nonlinear Signal and Image Processing Workshop, NSIP 1997, Mackinac Island, Michigan, USA, 7-10 September 1997.  
407. D. Petrescu and M. Gabbouj, "Prediction Based on Boolean Filters for Multiresolution Lossless Image Compression," Proceedings IEEE International Conference on Image Processing, Santa Barbara, California, USA, 26-29 October 1997, vol. 2, pp. 290-293.  
408. R. Hamila, M. Renfors and M. Gabbouj, “Time-Frequency Signal Analysis Using Teager Energy,” Proceedings International Conference on Electronics, Circuits and Systems, ICECS'97, Cairo, Egypt, 15-18 December 1997.
409. F. Alaya Cheikh, L. Khriji and M. Gabbouj, "Color Image Interpolation Using Vector Rational Filters", Proceedings of SPIE Conference, Nonlinear Image processing IX, San Jose, CA. USA, January 24-30, 1998.  
410. L. Khriji, F. Alaya Cheikh and M. Gabbouj, "Multistage vector rational interpolation for color images," Proceedings Second International Multiconference IMACS-IEEE: Computational Engineering in Systems Applications, CESA 1998, Hammamet, Tunisia, April 1-4, 1998 pp. 794-798.  
411. L. Khriji, F. Alaya Cheikh and M. Gabbouj, "Contrast Enhancement in Noisy Images Using Rational Based Operator," Proceedings Second International Multiconference IMACS-IEEE: Computational Engineering in Systems Applications, CESA 1998, Hammamet, Tunisia, April 1-4, 1998, pp. 799-804.  
412. T.K. Bysted, R. Hamila, M. Gabbouj and M. Renfors, "Teager Correlation Function," Proceedings of IEEE Nordic Signal Processing Symposium, NORSIG 1998, Visoy, Denmark, June 8-11, 1998, pp. 133-136.
413. V. Ricordel, M. Gabbouj and C. Labit, "Quantification Vectorielle Algébrique et Arborescente: Méthode d'Actualisation du Dictionnaire-- Application au Codage", Proceedings 4ème Journées d'Etudes et d'Echanges Compression et Représentation des Signaux Audiovisuels, CORESA 1998, Lanion, France, June 9-10, 1998, pp. 133-140.
414. M. Qinghong, B. Cramariuc and M. Gabbouj, "Multidimensional Texture Characterization Using Moments," Proceedings NMBIA, Noblesse Workshop on Non-Linear Model Based Image Analysis, Glasgow, Great Britain, July 1-3, 1998, pp. 179-182.
415. F. Alaya Cheikh and M. Gabbouj, "Directional Unsharp Masking-Based Approach for Color Image Enhancement," Proceedings NMBIA, Noblesse Workshop on Non-Linear Model Based Image Analysis, Glasgow, Great Britain, July 1-3, 1998, pp. 173-178.
416. L. Khriji and M. Gabbouj, “Rational Filter and its Extension to Median-Rational Filter,” Tempus Workshop and Summer School, August 3-8, 1998, Mangalia, Romania.
417. F. Alaya Cheikh, L. Khriji and M. Gabbouj, "Unsharp Masking Based Approach for Color Image Processing," Proceedings IX European Signal Processing Conference EUSIPCO 1998, Island of Rhodes, Greece, September 8-11, 1998, pp. 1033-1036.  
418. R. Hamila, F. Alaya Cheikh, J. Vesma, J. Astola and M. Gabbouj, "Relationship Between the Wigner Distribution and the Teager Energy", Proceedings IX European Signal Processing Conference EUSIPCO 1998, Island of Rhodes, Greece, September 8-11, 1998, pp. 1857-1860.  
419. V. Ricordel and M. Gabbouj, "Adaptive tree-structured lattice vector quantization for video coding", Proceedings IX European Signal Processing Conference EUSIPCO 1998, Island of Rhodes, Greece, September 8-11, 1998, pp. 2301-2304.  
420. L. Khriji and M. Gabbouj, "Vector Median-Rational Hybrid Filters," Proceedings 23rd International Congress on High-Speed Photography and Photonics, ICHSPP 1998, September 20-25, 1998, Moscow.
421. L. Khriji and M. Gabbouj, "Median-Rational Hybrid Filters", Proceedings of the IEEE International Conference on Image Processing ICIP 1998, Chicago, Illinois, USA. October 4-7, 1998, pp. 853-857.  
422. F. Alaya Cheikh, B. Cramariuc and M. Gabbouj, "MUVIS: A System for Content-Based Indexing and Retrieval in Large Image Databases," Proceedings Workshop on Very Low Bit Rate Coding, VLBV 1998, October 8-9, 1998, Champaign, Illinois, pp. 41-44.
423. D. De Vleeschauwer, P. De Smet, F. Alaya Cheikh, R. Hamila and M. Gabbouj, "Optimal Performance of the Watershed Segmentation of an Image Enhanced by Teager Energy Driven Diffusion," Proceedings Workshop on Very Low Bit Rate Coding, VLBV 1998, October 8-9, 1998, Champaign, Illinois, pp. 137-140.
424. L. Khriji and M. Gabbouj, "Directional Vector Rational Filters for Color Image Interpolation," Proceedings X International Conference on Microelectronics, ICM 1998, Dec. 14-16, 1998, Monastir, Tunisia, pp. 236-240.  
425. F. Alaya Cheikh, B. Cramariuc, C. Reynaud, M. Quinghong, B. Dragos-Adrian, B. Hnich, M. Gabbouj, P. Kerminen, T. Mäkinen and H. Jaakkola, "MUVIS: A Content-Based Indexing and Retrieval System for Image and Video Databases", Proceedings Of the SPIE/EI 1999, Conference on Storage and Retrieval for Image and Video Databases VII, Vol. 3656, 26-29 January 1999, San Jose, California USA
426. L. Khriji and M. Gabbouj, “1-D Raman Signal Processing Using Extended Median-Rational Hybrid Filters,” Proc. Journées de Telecommunications, JT 1999, January 28-31, 1999, Tunis, Tunisia.
427. Michael Moore, Moncef Gabbouj and Sanjit Mitra, "Vector SD-ROM Filter for Removal of Impulse Noise from Colour Images," Proceedings of the 1999 EURASIP Conference on Digital Signal Processing for Multimedia Communications and Services (ECMCS 1999), Krakow, Poland, 24–26 June 1999.
428. Sofia Tsekeridou, Faouzi Alaya Cheikh, Moncef Gabbouj, Ioannis Pitas, “Motion Field Estimation by Vector Rational Interpolation for Error Concealment Purposes,” Proc. IEEE International Conference on Acoustic, Speech and Signal Processing, ICASSP 1999, Phoenix, Arizona, USA, 15 – 19 March 1999.  
429. M. Gabbouj, G. Morrison, F. Alaya-Cheikh and R. Mech, “Redundancy Reduction Techniques and Content Analysis for Multimedia Services - the European COST 211quat Action”, WIAMIS 1999, Workshop on Image Analysis for Multimedia Interactive Services, Proceedings, 31 May-1 June, 1999, Berlin, Germany, pp. 69-72, 1999.  
430. L. Khriji and M. Gabbouj, “Vector Median-Rational Hybrid Filters for Multichannel Image Processing,” in Proceedings IEEE International Symposium on Circuits and Systems, ISCAS 1999, May 30 – June 2, 1999, Orlando, Florida, pp. 563-566.  
431. L. Khriji, M. Gabbouj, G. Bernacchia and G.L. Sicuranza, "Hardware Implementation of the Median-Rational Hybrid Filters for Color Images", Proceedings of the IEEE-EURASIP Workshop on Nonlinear Signal and Image Processing, NSIP 1999, Antalya, Turkey, June 20-23, 1999, pp. 124-128.
432. L. Khriji and M. Gabbouj, "A New Class of Multichannel Image Processing Filters," Proceedings of the IEEE-EURASIP Workshop on Nonlinear Signal and Image Processing, NSIP 1999, Antalya, Turkey, June 20-23, 1999, pp. 516-519.
433. Sofia Tsekeridou, Faouzi Alaya Cheikh, Moncef Gabbouj, Ioannis Pitas, "Application of vector rational interpolation to erroneous motion field estimation of error concealment," In A. Enis Çetin, Lale Akarun, Aysin Ertüzün, Metin N. Gurcan, Yasemin Yardimci, editors, Proceedings of the IEEE-EURASIP Workshop on Nonlinear Signal and Image Processing (NSIP 99), Antalya, Turkey, June 20-23, 1999. pp. 48-52.
434. G. Bernacchia, L. Khriji, M. Gabbouj and G.L. Sicuranza, "Hardware Implementation of the Median-Rational Hybrid Filters", Proc. of the 6th IEEE International Conference on Electronics, Circuits and Systems, ICECS 1999, Pafos, Cyprus, Sept. 5-8, 1999, pp. 229-232.  
435. L. Khriji, M. Gabbouj, G. Ramponi and E.D. Ferrandiere, "Old Movie Restoration Using Rational Spatial Interpolators," Proc. of the 6th IEEE International Conference on Electronics, Circuits and Systems, ICECS 1999, Pafos, Cyprus, Sept. 5-8, 1999, pp. 1151-1154.  
436. L. Khriji, M. Gabbouj, S. Marsi, G. Ramponi and E.D. Ferrandiere, "Nonlinear Interpolators for Old Movie Restoration", Proc. of the IEEE International Conference on Image Processing, ICIP 1999, Kobe, Japan, Oct. 25-28, 1999, pp. 169-173.  
437. L. Khriji, G. Bernacchia, M. Gabbouj and G.L. Sicuranza, "A dedicated Hardware System for a Class of Nonlinear Order Statistics Rational Hybrid Filters with Applications to Image Processing", Proc. of the IEEE International Conference on Image Processing, ICIP 1999, Kobe, Japan, Oct. 25-28, 1999, pp. 419-423.  
438. G. Bernacchia, L. Khriji, M. Gabbouj and G.L. Sicuranza, "Programmable Hardware Implementation for the Median-Rational Hybrid Filters", Proc. of the IEEE International Conference on Image Processing, ICIP 1999, Kobe, Japan, Oct. 25-28, 1999, pp. 182-186.  
439. Azhar Quddus, Alaya Cheikh and Moncef Gabbouj, "Content-based object retrieval using maximum curvature points in contour images,” Proceedings of the SPIE/EI 2000, Symposium on Storage and Retrieval Media Databases 2000, 23-28 January 2000, San Jose, California USA, pp. 98-105.
440. L. Khriji, and Gabbouj, “Color Image Processing using Fuzzy Vector Median-Rational Hybrid Filters,” Proc. International Conference on Artificial Intelligence for Decision, Control and Automation in Engineering and Industrial Applications, ACIDCA 2000, Monastir, Tunisia, March 22-24, 2000.
441. Faouzi Alaya Cheikh, Azhar Quddus and Moncef Gabbouj, “Multi-level Shape Recognition based on Wavelet-Transform Modulus Maxima,” Proc. of Southwest Symposium on Image Analysis and Interpretation, SSIAI 2000, Austin, Texas, USA, April 2-4, 2000, pp. 8-12.  
442. F. Alaya-Cheikh and M. Gabbouj, “Directional-rational approach for color image enhancement,” Proc. ISCAS 2000 - IEEE International Symposium on Circuits and Systems, May 28-31, 2000, Geneva, Switzerland, pp. 563-566.  
443. Azhar Quddus and Moncef Gabbouj, “Wavelet based corner detection using singular value decomposition,” in Proc. IEEE International Conference on Acoustic Speech and Signal Processing, ICASSP 2000, 5-9 June 2000, Istanbul, Turkey, pp. 2456-2459.  
444. M. Gabbouj and J. Astola, Nonlinear order statistic filter design: methodologies and challenges, in Signal Processing X –Theories and Applications, Proc. of EUSIPCO 2000, 4-8 September 2000, Tampere, Finland, pp. 377-384.  
445. L. Khriji and M. Gabbouj, “Multichannel image processing using fuzzy vector median-rational hybrid filters,” in Signal Processing X –Theories and Applications, Proc. of EUSIPCO 2000, 4-8 September 2000, Tampere, Finland, pp. 1345-1348.  
446. P. Kerminen and M. Gabbouj, “The visual goodness evaluation of color-based retrieval processes,” in Signal Processing X –Theories and Applications, Proc. of EUSIPCO 2000, 4-8 September 2000, Tampere, Finland, pp. 2153-2156.  
447. F. Alaya-Cheikh, Azhar Quddus and Moncef Gabbouj, “Contour-based object recognition using wavelet transform,” in Signal Processing X –Theories and Applications, Proc. of EUSIPCO 2000, 4-8 September 2000, Tampere, Finland, pp. 2141-2144.  
448. S. Tsekeridou, F. Alaya Cheikh, M. Gabbouj, I. Pitas, “Motion field estimation by combining vector rational and bilinear interpolation for MPEG-2 error concealment,” in Signal Processing X –Theories and Applications, Proc. of EUSIPCO 2000, 4-8 September 2000, Tampere, Finland, pp. 1473-1476.  
449. Azhar Quddus and Moncef Gabbouj, “Selection of natural scale in discrete wavelet domain using eigenvalues,” in Signal Processing X –Theories and Applications, Proc. of EUSIPCO 2000, 4-8 September 2000, Tampere, Finland, pp. 2129-2132. 
450. M. Trimeche, F. Alaya-Cheikh, M. Gabbouj and B. Cramariuc, “Content-based description of images for retrieval in large databases: MUVIS,” in Signal Processing X –Theories and Applications, Proc. of EUSIPCO 2000, 4-8 September 2000, Tampere, Finland, pp. 139-142.  
451. Ilya Shmulevich, Bogdan Cramariuc and Moncef Gabbouj, “A framework for ordinal-based image correspondence,” in Signal Processing X –Theories and Applications, Proc. of EUSIPCO 2000, 4-8 September 2000, Tampere, Finland, pp. 1389-1392.
452. Ilya Shmulevich and M. Gabbouj, “Reliable learning using post classes,” in Signal Processing X –Theories and Applications, Proc. of EUSIPCO 2000, 4-8 September 2000, Tampere, Finland, pp. 2437-2440.
453. Bogdan Cramariuc, Ilya Shmulevich, Moncef Gabbouj and Asko Makela, "A new image similarity measure based on ordinal correlation," Proc. IEEE International Conference on Image Processing, ICIP 2000, Vancouver, BC, Canada, September 10-13, 2000, pp. 718-721.  
454. Selim Aksoy, Robert M. Haralick, Faouzi A. Cheikh, Moncef Gabbouj, “A Weighted Distance Approach to Relevance Feedback,” Proc. of International Conference on Pattern Recognition, ICPR 2000, Vol. IV, 3-8 September 2000, Barcelona, Spain, pp. 812-815.  
455. Lazhar Khriji, and Moncef Gabbouj, “Fuzzy-based Order Statistics-Rational Hybrid Filters,” Proc. Journees Scientifiques Franco-Tunisiennes, JSFT 2000, Monastir, Tunisia, October 25-27, 2000.
456. Mejdi Trimeche, Faouzi Alaya Cheikh and Moncef Gabbouj, "Similarity Retrieval of Occluded Shapes Using Wavelet-Based Shape Feature", Proc. SPIE International Symposium on Internet Multimedia Management Systems (VV10), Boston, Massachusetts, USA, Vol. 4210, 6-7 November 2000, pp. 281-289.
457. Faouzi Alaya Cheikh and Moncef Gabbouj, “Shape Recognition based on Wavelet-Transform Modulus Maxima,” Proc. of the 7th IEEE International Conference on Electronics, Circuits & Systems, December 17-20, 2000 Kaslik, Lebanon, pp. 461-464.  
458. Lazhar Khriji, Samir Akkari and Moncef Gabbouj, “Vector Directional Distance-Rational Hybrid Filters,” Proc. Tunisian-German Conference on Smart Systems and Devices, 27-30 March 2001, Hammamet, Tunisia.
459. Iftikhar Ahmad, Faouzi Alaya-Cheikh, Bogdan Cramariuc and Moncef Gabbouj, “Query by Image Content Using NOKIA 9210 Communicator,” Proceedings of WIAMIS 2001: Workshop on Image Analysis for Multimedia Services, M. Gabbouj, Ed., 16-17 May 2001, Tampere, Finland, pp. 133-137.  
460. Faouzi Alaya-Cheikh, Bogdan Cramariuc, Mari Partio, Pasi Reijonen and Moncef Gabbouj, “Shape Similarity Using Ordinal Measures,” Proceedings of WIAMIS 2001: Workshop on Image Analysis for Multimedia Services, M. Gabbouj, Ed., 16-17 May 2001, Tampere, Finland, pp. 139-146.  
461. Lazhar Khriji, and Moncef Gabbouj, “Multichannel Image Processing Using Vector Directional Distance-Rational Hybrid Filters,” Fifth IEEE Conference on Quality Control by Artificial Vision, QCAV’01, Le Creusot, France, Vol.2, pp.373-378, May 21-23, 2001.
462. Lazhar Khriji, Rym Zrafi, Samir Akkari and Moncef Gabbouj, “Design and Real Time Implementation of a 3-D Median-Rational Hybrid Filter for Image Sequence Processing,” Fifth IEEE Conference on Quality Control by Artificial Vision, QCAV’01, Le Creusot, France, Vol.1, pp.227-231, May 21-23, 2001.
463. Sari Peltonen, Moncef Gabbouj and Jaakko Astola, “Nonlinear Filter Design: Methodologies and Challenges,” Proceedings of the 2nd IEEE Region 8 - EURASIP Symposium on Image and Signal Processing and Analysis, ISPA 2001, S. Loncaric and H. Babic, Eds, Pula, Croatia, June 2001, pp. 102-107.  
464. Faouzi Alaya Cheikh, Bogdan Cramariuc, Mari Partio, Pasi Reijonen and Moncef Gabbouj, “Shape Similarity Estimation Using Ordinal Measures,” in Proceedings of the International Workshop, VLBV 2001, Athens, Greece, 11-12 October 2001. 
465. Faouzi Alaya Cheikh, Bogdan Cramariuc, Mari Partio, Pasi Reijonen, and Moncef Gabbouj, "Evaluation of shape correspondence using ordinal measures", Proc. of SPIE Electronic Imaging 2002, Storage and Retrieval for Media Databases, Vol. 4676, January 2002.
466. Lazhar Khriji, Samir Akkari and Moncef Gabbouj, “Recursive and Non-recursive 3-D Median-Rational Hybrid Filters: Design and Real-Time Implementation,” Proc. 2nd International Conference JTEA 2002, 21-23 March 2002, Sousse, pp. 120-123.
467. Samir Akkari, Lazhar Khriji and Moncef Gabbouj, “Fuzzy Scalar Median-Rational Hybrid Filters,” Proc. 2nd International Conference JTEA 2002, 21-23 March, 2002, Sousse, pp. 99-104.
468. Miska Hannuksela, Ye-Kui Wang and Moncef Gabbouj, “Sub-Picture Video Coding for Unequal Error Protection,” Proc. European Signal Processing Conference, EUSIPCO 2002, 3-6 September 2002, Toulouse, France, Vol II, pp. 526-529.  
469. Moncef Gabbouj, Serkan Kiranyaz, Kerem Caglar, Bogdan Cramariuc, Faouzi Alaya Cheikh, Olcay Guldogan and Esin Karaoglu, “MUVIS: A Multimedia Browsing, Indexing and Retrieval System,” Proc. 2002 Tyrrhenian International Workshop on Digital Communications.  
470. Serkan Kiranyaz, Kerem Caglar, Bogdan Cramariuc and Moncef Gabbouj, “Unsupervised Scene Change Detection Techniques in Feature Domain via Clustering and Elimination,” Proc. 2002 Tyrrhenian International Workshop on Digital Communications.  
471.  Lazhar and Moncef Gabbouj, “Color Image Processing Using Generalized Directional Distance-Rational Hybrid Filters,” IEEE International Conference on Systems Men and Cybernetics, SMC 2002, Hammamet, Tunisia, 6-9 October 2002.  
472. Ye-Kui Wang, Miska Hannuksela, Viktor Varsa, Ari Hourunranta, and Moncef Gabbouj, “The Error Concealment Feature in the H.26L Test Model,” Proc. IEEE International Conference on Image Processing, ICIP 2002, Rochester, NY. USA, 22-25 September 2002, Vol II, pp. 729-732.
473. Miska Hannuksela, Ye-Kui Wang and Moncef Gabbouj, “Sub-picture: ROI Coding and Unequal Error Protection,” Proc. IEEE International Conference on Image Processing, ICIP 2002, Rochester, NY, USA, October 2002, Vol III, pp. 537-540.  
474. Dong Tian, Miska Hannuksela, Ye-Kui Wang and Moncef Gabbouj, “Coding of Faded Scene Transitions,” Proc. IEEE International Conference on Image Processing, ICIP 2002, Rochester, NY. USA, October 2002, Vol II, pp. 505-508.  
475. Mari Partio, Bogdan Cramariuc, Moncef Gabbouj and Ari Visa, “Rock Texture Retrieval Using Gray Level Co-occurrence Matrix” Proc. of the 5th Nordic Signal Processing Symposium, NORSIG 2002, 4-7 October 2002, Norway.  
476. Lazhar Khriji, M. Al-Badi and Moncef Gabbouj, “Rational-Based Interpolator for Video Noise Removal,” International Conference on Signals Systems Decision and Information Technology, SSD 2003, Sousse, Tunisia, March 26-28, 2003.
477. Serkan Kiranyaz, Mathieu Aubazac and Moncef Gabbouj, “Unsupervised Segmentation and Classification over MP3 and AAC Audio Bitstreams,” Proceedings of WIAMIS 2003: Workshop on Image Analysis for Multimedia Services, 9-11 April 2003, London, U.K.  
478. Ye-Kui Wang, Miska Hannuksela and Moncef Gabbouj, “Error-Robust Inter/Intra Mode Selection Using Isolated Regions,” Proc. of Packet Video, PV 2003, April 28-29, Nantes, France.  
479. Tian Dong, Miska Hannuksela, Ye-Kui Wang and Moncef Gabbouj, “Error Resilient Video Coding Techniques Using Spare Pictures,” Proc. of Packet Video, PV 2003, April 28-29, Nantes, France.  
480. Olcay Guldogan, Esin Guldogan, Serkan Kiranyaz, Kerem Caglar and Moncef Gabbouj, “Dynamic Integration of Explicit Feature Extraction Algorithms into MUVIS Framework,” Proc. Finnish Symposium on Signal Processing, FINSIG 2003, 19 May 2003, Tampere, Finland, pp. 120-123.  
481. Sid-Ahmed Kabara, Moncef Gabbouj, P. Dastidar, Faouzi Alaya-Cheikh, P. Ryymin and E. Laasonen, “CT Image Texture Analysis of Intracerebral Hemorrhage,” Proc. Finnish Symposium on Signal Processing, FINSIG 2003, 19 May 2003, Tampere, Finland, pp. 190-194.  
482. Mari Partio, Esin Guldogan, Olcay Guldogan and Moncef Gabbouj, “Applying Texture and Color Feature to Natural Image Retrieval,” Proc. Finnish Symposium on Signal Processing, FINSIG 2003, 19 May 2003, Tampere, Finland, pp. 199-203.  
483. Ahmad Iftikhar, Faouzi Alaya-Cheikh, Bogdan Cramariuc and Moncef Gabbouj, “Query By Image Content Using Mobile Information Device Profile (MIDP),” Proc. Finnish Symposium on Signal Processing, FINSIG 2003, 19 May 2003, Tampere, Finland, pp. 209-212.  
484. Ronald K. Pearson, Moncef Gabbouj and Jaakko Astola, Nonlinear FIR Filter Clones, Proc. IEEE-EURASIP NSIP 2003, 8-11 June 2003, Grado, Italy. 
485. Ronald K. Pearson, Moncef Gabbouj and Jaakko Astola, Idempotent Nonlinear Filters, Proc. IEEE-EURASIP NSIP 2003, 8-11 June 2003, Grado, Italy.  
486. Faouzi Alaya Cheikh, Bogdan Cramariuc and Moncef Gabbouj, “Ordinal-based Shape Retrieval with Relevance Feedback,” Proc. of the Seventh International Symposium on Signal Processing and its Applications, ISSPA 2003, 1-4 July 2003, Paris, France, pp. 189-192.  
487. Lazhar Khriji, Moncef Gabbouj and Samir Akkari, “Color Picture Enhancement Using Rational Unsharp Masking-Based Approach,” Proc. 3rd WSEAS International Conference on Instrumentation, Measurement, Control, Circuits and Systems (IMCCAS’03), 1-3 September 2003, Malta, to appear also in International Journal WEAS Transactions on Systems.
488. Lazhar Khriji, Moncef Gabbouj and Samir Akkari, “Generalized directional Distance-Rational Hybrid Filters,” Proc. 3rd WSEAS International Conference on Instrumentation, Measurement, Control, Circuits and Systems (IMCCAS’03), 1-3 September 2003, Malta, to appear also in International Journal WEAS Transactions on Systems.
489. Faouzi Alaya Cheikh and Moncef Gabbouj, “Relevance Feedback for Shape Query Refinement,” Proc. IEEE International Conference on Image Processing, ICIP 2003, Barcelona, Spain, 14-17 September 2003, pp. I-745-748.  
490. Esin Guldogan, Olcay Guldogan, Serkan Kiranyaz, Kerem Caglar and Moncef Gabbouj, “Compression Effects on Color and Texture Based Multimedia Indexing and Retrieval,” Proc. IEEE International Conference on Image Processing, ICIP 2003, Barcelona, Spain, 14-17 September 2003, pp. II-9-12.  
491. Miska M. Hannuksela, Ye-Kui Wang, and Moncef Gabbouj, “Random Access Using Isolated Regions,” Proc. IEEE International Conference on Image Processing, ICIP 2003, Barcelona, Spain, 14-17 September 2003, pp. III-841-844.  
492. Serkan Kiranyaz, Kerem Caglar, Esin Guldogan, Olcay Guldogan, and Moncef Gabbouj, "MUVIS: A Content-based Multimedia Indexing and Retrieval Framework," Proceedings Fourth International Workshop on Content-Based Multimedia Indexing, CBMI 2003, 22-24 September 2003, Rennes, France.  
493. Ronald K. Pearson and Moncef Gabbouj, “Relational Nonlinear FIR Filters,” in Proc. DIMACS Workshop on Data Quality, Data Cleaning and Treatment of Noisy Data, November 3 - 4, 2003, Piscataway, NJ.
494. Moncef Gabbouj, "Video Segmentation and Indexing", Proc. 5th International Workshop on Image Analysis for Multimedia Interactive Services, WIAMIS 2004, Instituto Superior Técnico, Lisboa, Portugal, 21-23 April 2004.  
495. Serkan Kiranyaz, Moncef Gabbouj, "A Novel Multimedia Retrieval Technique: Progressive Query (WHY WAIT)," Proc. 5th International Workshop on Image Analysis for Multimedia Interactive Services, WIAMIS 2004, Instituto Superior Técnico, Lisboa, Portugal, 21-23 April 2004.  
496. S. Kiranyaz, A.F. Qureshi, and M. Gabbouj, "A fuzzy approach towards perceptual classification and segmentation of MP3/AAC audio," Proceedings of the First International Symposium on Control, Communications and Signal Processing, ISCCSP 2004, Hammamet, Tunisia, 21-24 March 2004. pp. 727-730.  
497. Mari Partio, Bogdan Cramariuc and Moncef Gabbouj, “Texture retrieval using ordinal co-occurrence features,” Proceedings of the 6th Nordic Signal Processing Symposium – NORSIG 2004, June 9-11, 2004, Espoo, Finland.  
498. Marcelo Soria-Rodríguez, Moncef Gabbouj, Nick Zacharov, Matti Hämäläinen, Kalle Koivuniemi, “Modeling and Real-Time Auralization of Electrodynamic Loudspeaker Non-Linearities,” Proc. IEEE International Conference on Acoustic, Speech and Signal Processing, ICASSP 2004, Montreal, Quebec, Canada, 17 – 21 May 2004, pp. IV-81-- IV-84.  
499. M. Partio, B. Cramariuc and M. Gabbouj, "Texture similarity evaluation using ordinal co-occurrence," Proceedings of IEEE International Conference on Image Processing, IEEE International Conference on Image Processing, ICIP 2004, pp.1537-1540, Singapore, October 24-27, 2004.  
500. Ronald K. Pearson, Gregory E. Gonye, and Moncef Gabbouj, “Finite Set DSP with Application to DNA Sequences,” in Proceedings of the European Signal Processing Conference, EUSIPCO 2004, 6-10 September 2004.  
501. I. Ahmad, S. Abdullah, S. Kiranyaz, M. Gabbouj, “Content-Based Image Retrieval on Mobile Devices”, Proceedings of SPIE (Multimedia on Mobile Devices), 5684, San Jose, USA, 16-20 January 2005.  
502. Serkan Kiranyaz, Ahmad Farooq Qureshi and Moncef Gabbouj, “A Generic Audio Classification and Segmentation Approach for Multimedia Indexing and Retrieval,” in Proceedings of European Workshop on the Integration of Knowledge, Semantics and Digital Media Technology, EWIMT 2004, London, UK, 25-26 November 2004.  
503.  Esin Guldogan and Moncef Gabbouj, “DCT-Based Downscaling Effects on Color and Texture-Based Image Retrieval,” in Proceedings of European Workshop on the Integration of Knowledge, Semantics and Digital Media Technology, EWIMT 2004, London, UK, 25-26 November 2004.  
504. C. De Roover, M. Gabbouj and B. Macq, “An Accurate Semi-automatic Segmentation Scheme Based on Watershed and Change Detection Mask,” Proceedings of SPIE, San Jose, USA, 16-20 January 2005.  
505. Esin Guldogan and Moncef Gabbouj, "Transform-Based Layered Query system for Image Indexing and Retrieval," Proceedings 2005 International Workshop on Nonlinear Signal and Image Processing, NSIP 2005, 18-20 May 2005, Sapporo, Japan, pp. 381-384.  
506. Dong Tian, Miska M. Hannuksela, Moncef Gabbouj, “Sub-Sequence Video Coding for Improved Temporal Scalability”, Proceedings 2005 IEEE International Symposium on Circuits and Systems, ISCAS 2005, 23-26 May 2005, Kobe, Japan, pp. 6074-6077.  
507. Yan Zhao, Miska M. Hannuksela, Dong Tian, Moncef Gabbouj, “Spatial Error Concealment Based on Directional Decision and Intra Prediction”, Proceedings 2005 IEEE International Symposium on Circuits and Systems, ISCAS 2005, 23-26 May 2005, Kobe, Japan, pp. 2899-2902.  
508.  Iftikhar Ahmad, Shafaq Abdullah, M. Serkan Kiranyaz, and Moncef Gabbouj, "Progressive Query Technique for Image Retrieval on Mobile Devices," Proceedings Fourth International Workshop on Content-Based Multimedia Indexing, CBMI 2005, 21-23 June 2005, Riga, Latvia.  
509. Dong Tian, Vinod Kumar MV, Miska Hannuksela, Stephan Wenger, Moncef Gabbouj, “Improved H.264 /AVC Video Broadcast /Multicast”, Proceedings 2005 Visual Communications and Image Processing, SPIE VCIP 2005, 12-15 July 2005, Beijing, China, pp. 71-82.  
510. Ville-Pekka Limnell, Dong Tian, Miska M. Hannuksela, Moncef Gabbouj, “Quality Scalability in H.264/AVC Video Coding”, Proceedings 2005 Visual Communications and Image Processing, SPIE VCIP 2005, 12-15 July 2005, Beijing, China, pp. 559-567.  
511.  Iftikhar Ahmad and Moncef Gabbouj, “Compression and Network Effect on Content-Based Image Retrieval on Java Enabled Mobile Devices,” Proceedings of 2005 Finnish Signal Processing Symposium, FINSIG 2005, 25 August 2005, Kuopio, Finland, pp. 35-38.  
512. Kemal Ugur, Stephan Wenger, Dong Tian and Moncef Gabbouj, “Where to Spend the Bits? Efficiency of Source and Channel Coding in MBMS”, Proc. 13th European Signal Processing Conference, EUSIPCO 2005, 4-8 September 2005, Antalya, Turkey.  
513. Esin Guldogan and Moncef Gabbouj, “Mapping by Adaptive Threshold Method for Dimension Reduction of Content-Based Indexing and Retrieval Features,” Proc. 13th European Signal Processing Conference, EUSIPCO 2005, 4-8 September 2005, Antalya, Turkey.  
514. Olcay Guldogan and Moncef Gabbouj, “Content-Based Image Indexing and Retrieval Framework on Symbian Based Mobile Platform,” Proc. 13th European Signal Processing Conference, EUSIPCO 2005, 4-8 September 2005, Antalya, Turkey.  
515. Serkan Kiranyaz and Moncef Gabbouj, “Hierarchical Cellular Tree: An Efficient Indexing Method for Browsing and Navigation in Multimedia Databases,” Proc. 13th European Signal Processing Conference, EUSIPCO 2005, 4-8 September 2005, Antalya, Turkey.  
516. Mari Partio, Bogdan Cramariuc and Moncef Gabbouj, “Block-Based Ordinal Co-occurrence Matrices for Texture Similarity Evaluation,” Proc. 2005 IEEE International Conference on Image Processing, ICIP 2005, 11-14 September 2005, Genova, Italy, vol. I, pp. 517-520.  
517. Esin Guldogan, Olcay Guldogan and Moncef Gabbouj, “Visual Media Retrieval Using Transform-Based Layered Query Scheme,” Proc. 2005 IEEE International Conference on Image Processing, ICIP 2005, 11-14 September 2005, Genova, Italy, vol. I, pp. 521-524.  
518. Serkan Kiranyaz and Moncef Gabbouj, “A Dynamic Content-Based Indexing Method for Multimedia Databases: Hierarchical Cellular Tree,” Proc. 2005 IEEE International Conference on Image Processing, ICIP 2005, 11-14 September 2005, Genova, Italy, vol. I, pp. 533-536.  
519. Mehdi Rezaei, Stephan Wenger, Moncef Gabbouj, "Video Rate Control for Streaming and Local Recording Optimized for Mobile Devices," in Proc. IEEE International Symposium on Personal Indoor and Mobile Radio Communications (PIMRC 2005), Berlin, Germany, September 2005.  
520. Vinod Kumar Malamal Vadakital, Miska Hannuksela, Harri Pekkonen and Moncef Gabbouj, “On Datacasting of H.264/AVC over DVB-H,” Proceedings of the 2005 IEEE Seventh Workshop on Multimedia Signal Processing, MMSP 2005, 30 October – 2 November 2005, Shanghai, China, pp. 209-212.  
521. Iftikhar Ahmad, Serkan Kiranyaz, Moncef Gabbouj, “An Efficient Image Retrieval Scheme on Java Enabled Mobile Devices,” Proceedings of the 2005 IEEE Seventh Workshop on Multimedia Signal Processing, MMSP 2005, 30 October – 2 November 2005, Shanghai, China, pp. 397 - 400.  
522. Mehdi Rezaei, Moncef Gabbouj, “Bit Allocation for Variable Bitrate Video,” Proceedings of the 2005 IEEE Seventh Workshop on Multimedia Signal Processing, MMSP 2005, 30 October – 2 November 2005, Shanghai, China, pp. 569-572.  
523. Iftikhar Ahmad, Serkan Kiranyaz, Moncef Gabbouj, “Audio Retrieval Framework for Multimedia Archives on Java Enabled Mobile Devices,” Proceedings of the 2005 International Conference on “Computer as a Tool”, EUROCON 2005, 21-24 November 2005, Belgrade, Serbia and Montenegro, pp. 163 - 166.  
524. Mehdi Rezaei, Stephan Wenger, Moncef Gabbouj, "Analyzed Rate Distortion Model in Standard Video Codecs for Rate Control,"   in Proc. IEEE Workshop on Signal Processing Systems (SIPS 2005), Athens, Greece, Nov. 2005, PP. 550-555.  
525. Jari Koivusaari, Jarmo Takala and Moncef Gabbouj, “Image coding using adaptive resizing in the block-DCT domain,” In: Creutzburg, R. et al., eds., Multimedia on Mobile Devices II, Proceedings of SPIE IS&T Electronic Imaging, San Jose, California, USA, 16-17 January 2006.
526. Iftikhar Ahmad and Moncef Gabbouj, “Audio-Based Image Retrieval over Java-Enabled Mobile Devices,” In: Creutzburg, R. et al., eds., Multimedia on Mobile Devices II, Proceedings of SPIE IS&T Electronic Imaging, San Jose, California, USA, 16-17 January 2006
527. Moncef Gabbouj, Iftikhar Ahmad, M. Yasir Amin and Serkan Kiranyaz, “Content-based image retrieval for connected mobile devices,” Proceedings of the Second International Symposium on Communications, Control and Signal Processing, ISCCSP 2006, Marrakech, Morocco, 13-15 March 2006.  
528. Rusen Öktem, Esin Guldogan, Moncef Gabbouj, “A Segmentation Algorithm for Foreground/Background Extraction,” Proceedings of the 14th IEEE Signal Processing and Communications Applications, 17-19 April 2006 Page(s):1 – 4 (in Turkish).  
529. Serkan Kiranyaz and Moncef Gabbouj, "An Interactive Query Implementation over High-Precision Progressive Query Scheme", in Proc. The 7th International Workshop on Image Analysis for Multimedia Interactive Services, WIAMIS 2006, April 19-21, 2006, pp. 17-20.  
530. Miska M. Hannuksela, Mehdi Rezaei, Moncef Gabbouj, "Video Splicing for Tune-in Time Reduction in IP Datacasting over DVB-H," in Proc. IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (ISBMSB 2006), Las Vegas, USA, April 2006.  
531. Mehdi Rezaei, Miska M. Hannuksela, Moncef Gabbouj, "Region Based Minimization of Quantization Error Propagation in Variable Bitrate Video," in Proc. Picture Coding Symposium (PCS 2006), Beijing, China, 24-26 April 2006.  
532. Mehdi Rezaei, Miska M. Hannuksela, Moncef Gabbouj, "Low-Complexity Fuzzy Video Rate Controller for Streaming," in Proc. IEEE International Conference on Acoustic, Speech and Signal Processing (ICASSP 2006), Toulouse, France, May 2006, pp. II-897--900.  
533. Kemal Ugur, Jani Lainema, Antti Hallapuro, and Moncef Gabbouj, "Generating H.264/AVC Compliant Bitstreams for Lightweight Decoding Operation Suitable for Mobile Multimedia Systems,” in Proc. IEEE International Conference on Acoustic, Speech and Signal Processing (ICASSP 2006), Toulouse, France, May 2006, pp. II-33—36.  
534. Miguel Ferreira, Serkan Kiranyaz, and Moncef Gabbouj, "Multi-scale Edge Detection and Object Extraction for Image Retrieval,” in Proc. IEEE International Conference on Acoustic, Speech and Signal Processing (ICASSP 2006), Toulouse, France, May 2006, pp. II-381—384.  
535. Mehdi Rezaei, Alireza Akhbardeh, Miska M. Hannuksela, Moncef Gabbouj, "Fuzzy Rate Controller for Variable Bitrate Video in Mobile Applications," in Proc. IEEE International Conference on Communications (ICC 2006), Istanbul, Turkey, 11-15 June 2006.  
536. Vinod Kumar Malamal Vadakital, Miska M. Hannuksela, Mehdi Rezaei, Moncef Gabbouj, "Optimal IP Packet Size for Efficient Data Transmission in DVB-H," Proc. Nordic Signal Processing Symposium (NORSIG 2006), Iskja, Iceland, June 2006.  
537. Mehdi Rezaei, Miska Hannuksela and Moncef Gabbouj, “Video Encoding and Splicing for Tune-in Time Reduction in IP Data Casting (IPDC) Over DVB-H,” in Proc. IEEE International Conference on Multimedia & Expo (ICME 2006), Toronto, Ontario, Canada, 9-12 July 2006, pp. 601-604.  
538. Esin Guldogan, Olcay Guldogan and Moncef Gabbouj, “Efficient Image Retrieval with JPEG2000 and DWT-Based Downscaling,” Proc. SMMSP 2006, Florence, Italy, September 2006.  
539. Mejdi Trimeche, Marius Tico and Moncef Gabbouj, “Dense Optical Flow Field Estimation Using Recursive LMS Filtering,” in Proceedings of the 14th European Signal Processing Conference, EUSIPCO 2006, Florence, Italy, 4-8 September, 2006.  
540. Miguel Ferreira, Serkan Kiranyaz and Moncef Gabbouj, “A Novel Shape Descriptor Over Multi-Scale Edge Field: 2D Walking Ant Histogram,” in Proceedings of the 13th International Conference on Systems, Signals and Image Processing and Semantic Multimodal Analysis of Digital Media, IWSSIP 2006, Budapest, Hungary, 21-23 September 2006.  
541. Mehdi Rezaei, Miska Hannuksela, Vinod Kumar Malamal Vadakital and Moncef Gabbouj, “Spliced Video and Buffering Considerations for Tune-in Time Minimization in DVB-H for Mobile TV,” in Proceedings of 2006 IEEE 17th International Symposium on Personal, Indoor and Mobile Radio Communications, PIMRC 2006, Helsinki, Finland, 11-14 September 2006.  
542. Vinod Kumar Malamal Vadakital, Miska Hannuksela, Mehdi Rezaei and Moncef Gabbouj, “Method for Unequal Error Protection in DVB-H for Mobile Television,” in Proceedings of 2006 IEEE 17th International Symposium on Personal, Indoor and Mobile Radio Communications, PIMRC, Helsinki, Finland, 11-14 September 2006.  
543. Mehdi Rezaei, Miska M. Hannuksela, Moncef Gabbouj, "Video splicing and Fuzzy Rate Control in IP Multi-Protocol Encapsulator for Tune-in Time Reduction in IP Datacasting (IPDC) over DVB-H," in Proc. IEEE International Conference on Image Processing (ICIP 2006), Atlanta, USA, Oct. 2006.  
544. Mehdi Rezaei, Moncef Gabbouj, and Imed Bouazizi, “Delay Constrained Fuzzy Rate Control for Video Streaming over DVB-H,” Proceedings of the 2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP’06, Dec. 2006 Page(s):223 – 227.
545. Jari Koivusaari, Jarmo Takala and Moncef Gabbouj, “Reducing Computational Complexity of Three-Dimensional Discrete Cosine Transform in Video Coding Process,” In R. Creutzburg, et. Al. Eds, Proceedings of the SPIE IS&T Electronic Imaging, Multimedia on Mobile Devices 2007, San Jose, California, USA, 28 January – 1 February 2007.  
546. Serkan Kiranyaz, Hantao Liu, Miguel Ferreira and Moncef Gabbouj, “An Efficient Approach for Boundary Based Corner Detection by Maximizing Bending Ratio and Curvature,” Proceedings of 9th International Symposium on Signal Processing and its Applications, ISSPA 2007, Sharjah, UAE, 12-15 February 2007, pp. 1-4.  
547. Kemal Ugur, Jani Lainema, Moncef Gabbouj, “Adaptive Interpolation Filter with Flexible Symmetry for Coding High Resolution High Quality Video,”  Proceedings of the 2007 IEEE International Conference on Acoustic, Speech and Signal Processing, ICASSP 2007, Volume 1,  15-20 April 2007 Page(s):I-1013 - I-1016.  
548. Kemal Ugur, Hui Liu, Jani Lainema, Moncef Gabbouj and Houqiang Li, “Parallel encoding-decoding operation for multiview video coding with high coding efficiency,” Proceedings of 3DTV Conference on Capture, Transmission and Display of 3D Video, 7-9 May 2007, Kos Island, Greece. 
549. Mehdi Rezaei, Imed Bouazizi, Vinod Kumar Malamal Vadakital, and Moncef Gabbouj, “Optimal Channel Changing Delay for Mobile TV Over DVB-H,” Proceedings of the 2007 IEEE International Conference on Portable Information Devices, PORTABLE’07, 25-29 May 2007 Page(s):1 – 5.  
550. Serkan Kiranyaz, Miguel Ferreira, Moncef Gabbouj, “A Directional Texture Descriptor via 2D Walking Ant Histogram,” Proceedings of the Eighth International Workshop on Image Analysis for Multimedia Interactive Services, WIAMIS 2007, 6-8 June 2007.  
551. Hanna Silen, Helena Helander, Konsta Koppinen and Moncef Gabbouj, “Building a Finnish Unit Selection TTS System,” Proceedings of the 6th ISCA Workshop on Speech Synthesis, Bonn, Germany, 22-24 August 2007, pp. 310-315.
552. Stefan Uhlmann, Serkan Kiranyaz and Moncef Gabbouj, “A Regionalized Content-Based Image Retrieval Framework,” Proceedings of the 15th European Signal Processing Conference, EUSIPCO 2007, Poznan, Poland, 3-7 September 2007, pp. 1804-1808.  
553. Ronald Pearson, Jaakko Astola and Moncef Gabbouj, “Nonlinear Filters Satisfying Restricted Linearity Conditions,” in Proceedings of the Workshop on Nonlinear Signal and Image Processing, Bucharest, Romania, 10-12 September 2007, pp. 116-121.
554. Serkan Kiranyaz, Murat Birinci, Moncef Gabbouj, “Directional spatial color descriptor in a perceptual model: proximity grids,” Proceedings of the 2007 International Symposium on Image and Signal Processing and Analysis, ISPA 2007, 27-29 September 2007, pp. 119 – 124.  
555. Dmytro Rusanovskyy, Moncef Gabbouj, Kemal Ugur, “Spatial and Temporal Adaptation of Interpolation Filter For Low Complexity Encoding/Decoding,” Proceedings of the 2007 IEEE Workshop on Multimedia Signal Processing, MMSP 2007, 1-3 Oct. 2007, pp. 163 – 166.  
556. Elina Helander, Hanna Silen and Moncef Gabbouj, “The use of diphone variants in optimal text selection for Finnish unit selection speech synthesis,” R.K. Potapova (Ed.) Proceedings of the 12th International Conference on Speech and Computer, SPECOM 2007, Moscow, Russia, 15-18 October 2007, pp. 293-298.   
557. Elina Helander, Jani Nurminen and Moncef Gabbouj, “Analysis of LSF Frame Selection in Voice Conversion,” R.K. Potapova (Ed.) Proceedings of the 12th International Conference on Speech and Computer, SPECOM 2007, Moscow, Russia, 15-18 October 2007, pp. 651-656.  
558. Ying Chen, Ye-Kui Wang and Moncef Gabbouj, “Buffer requirement analysis for multiview video coding,” Proceedings of the 26th Picture Coding Symposium, PCS 2007, Lisbon, Portugal, 7-9 November 2007.  
559. Jin Li, Jarmo Takala, Moncef Gabbouj and Hexin Chen, “Use of adaptive resizing in 3-D DCT domain for video coding,” Proceedings of the 26th Picture Coding Symposium, PCS 2007, Lisbon, Portugal, 7-9 November 2007.  
560. Mehdi Rezaei, Imed Bouazizi and Moncef Gabbouj, “Generating antipersistent VBR video traffic,” Proceedings of the 26th Picture Coding Symposium, PCS 2007, Lisbon, Portugal, 7-9 November 2007.  
561. Mejdi Trimeche, Jani Lainema and Moncef Gabbouj, “Hierarchical motion estimation using recursive LMS filters,” Proceedings of the 26th Picture Coding Symposium, PCS 2007, Lisbon, Portugal, 7-9 November 2007.  
562. Vinod Kumar Malamal Vadakital, Miska Hannuksela, and Moncef Gabbouj, “Time-interleaved simulcast and redundant intra picture insertion for reducing tune-in delay in DVB-H,” Proceedings of the International Packet Video Workshop, PV 2007, Lausanne, Switzerland, in November 12-13, 2007.  
563. Esin Guldogan and Moncef Gabbouj, “Unsupervised Elimination of Media Items in Content-Based Image Retrieval,” Proceedings of 2007 IEEE International Conference on Signal Processing and Communication, ICSPC 2007, 24-27 November, 2007, Dubai, United Arab Emirates, pp. 5-8.  
564. Serkan Kiranyaz, Stefan Uhlmann, and Moncef Gabbouj, “Effects of Arbitrary-Shaped Regions on Texture Retrieval,” Proceedings of 2007 IEEE International Conference on Signal Processing and Communication, ICSPC 2007, 24-27 November, 2007, Dubai, United Arab Emirates, pp. 13-16.  
565. Mehdi Rezaei, Imed Bouazizi, and Moncef Gabbouj, “A Model for Controlled VBR Video Traffic,” Proceedings of 2007 IEEE International Conference on Signal Processing and Communication, ICSPC 2007, 24-27 November, 2007, Dubai, United Arab Emirates, pp. 1455-1458.  
566. Mehdi Rezaei, Imed Bouazizi, and Moncef Gabbouj, “Fuzzy joint encoding and statistical multiplexing of multiple video sources with independent quality of service over DVB-H,” Proceedings of the 3rd International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIHMSP 2007, Kaohsiung, Taiwan, 26-28 November, 2007, pp. 542-545.
567. Jin Li, Jarmo Takala, Moncef Gabbouj, and Hexin Chen, “Variable temporal length 3D DCT-DWT based video coding,” Proceedings of the International Symposium on Intelligent Signal Processing and Communication Systems, ISPACS 2007, Huaqiao University, Xiamen, China, November 28 -December 1, 2007, pp. 506 – 509.  
568. Xuejun Wang, Shigang Wang, Hexin Chen, and Moncef Gabbouj, “A Shot Clustering Based Algorithm for Scene Segmentation,” Proceedings of the 2007 Computational Intelligence and Security Workshop, CISW 2007, 15-19 Dec. 2007, pp. 259 – 252.  
569. Jin Li, Jari Koivusaari, Jarmo Takala, Moncef Gabbouj and Hexin Chen, “Human Visual System Based Adaptive Inter Quantization,” R. Creutzburg et al. (Eds.) Proceedings of SPIE IS&T Electronic Imaging, Multimedia on Mobile Devices 2008, San Jose, California, USA, 27-31 January 2008.  
570. Jin Li, Jarmo Takala, Moncef Gabbouj, Hexin Chen; “Modeling of 3-D DCT Coefficients for Fast Video Encoding,” Proceedings of the 3rd International Symposium on Communications, Control and Signal Processing, ISCCSP 2008, 12-14 March 2008, pp. 634 – 638.  
571. Cixun Zhang, Kemal Ugur, Jani Lainema, Antti Hallapuro, and Moncef Gabbouj, “Video Coding Using Pruned Transforms and Interleaving of Multiple Blocks," in Proceedings IEEE International Conference on Acoustic, Speech and Signal Processing, ICASSP 2008, Las Vegas, NV, March 31 - April 4, 2008, pp. 1049–1052.  
572. Elina Helander, Jani Nurminen, and Moncef Gabbouj, “'LSF Mapping for Voice Conversion With Very Small Training Sets,” in Proceedings IEEE International Conference on Acoustic, Speech and Signal Processing, ICASSP 2008, Las Vegas, NV, March 31 - April 4, 2008, pp. 4669 – 4672.  
573.  J. Li, J. Takala, M. Gabbouj, and H. Chen, "A Detection Algorithm for Zero-Quantized DCT Coefficient in JPEG," in Proceedings IEEE International Conference on Acoustic, Speech and Signal Processing, Las Vegas, NV, March 31 - April 4, 2008, pp. 1189 - 1192.  
574. Kemal Ugur, Dmytro Rusanovskyy, Moncef Gabbouj, “Efficient Calculation of Adaptive Interpolation Filter With Distortion Modelling,” in Proceedings IEEE International Conference on Acoustic, Speech and Signal Processing, ICASSP 2008, Las Vegas, NV, March 31 - April 4, 2008, pp. 673 - 676.  
575. Serkan Kiranyaz, Turker Ince, Alper Yildirim and Moncef Gabbouj, "Multi-Dimensional Particle Swarm Optimization", International Workshop on Hybrid Systems: Modeling, Simulation and Optimization, Istanbul, Turkey, 14-16 May 2008. 
576. Dmytro Rusanovskyy, Kemal Ugur, Moncef Gabbouj and Jani Lainema, "Video Coding With Pixel-Aligned Directional Adaptive Interpolation Filters," Proceedings of the IEEE International Symposium on Circuits and Systems, ISCAS 2008, Seattle, WA, USA, 18-21 May 2008, pp. 704 - 707.  
577. Shujie Liu, Ying Chen, Ye-Kui Wang, Moncef Gabbouj, Miska Hannuksela and Houquiang Li, "Frame loss error concealment for multiview video coding," Proceedings of the IEEE International Symposium on Circuits and Systems, ISCAS 2008, Seattle WA, USA, 18-21 May 2008, pp. 3470 - 3473.  
578. Murat Birinci, Serkan Kiranyaz, Moncef Gabbouj, “Image Color Content Description Utilizing Perceptual Color Correlogram,” Proceedings of the 2008 International Workshop on Content-Based Multimedia Indexing, CBMI 2008, London, UK, 18-20 June 2008, pp. 200 – 207.
579. Ying Chen, Ye-Kui Wang, Miska Hannuksela and Moncef Gabbouj, “Single-Loop Decoding for Multiview Video Coding,” Proceedings of 2008 IEEE International Conference on Multimedia and Expo, ICME 2008, Hannover, Germany, 23-26 June 2008, pp. 605-608.  
580. Cixun Zhang, Kemal Ugur and Moncef Gabbouj, “Fast Mode Decision for Adaptive Prediction Error Coding,” Proceedings of 2008 IEEE International Conference on Multimedia and Expo, ICME 2008, Hannover, Germany, 23-26 June 2008, pp. 585-588.  
581. Ying Chen, S. Liu, Ye-Kui Wang, Miska Hannuksela, Houqiang Li and Moncef Gabbouj, “Low Complexity Asymmetric Multiview Video Coding,” Proceedings of 2008 IEEE International Conference on Multimedia and Expo, ICME 2008, Hannover, Germany, 23-26 June 2008, pp. 773-776.  
582. Jin Li, Moncef Gabbouj, Jarmo Takala and Hexin Chen, “Laplacian Modeling of DCT Coefficients for Real-Time Encoding,” Proceedings of 2008 IEEE International Conference on Multimedia and Expo, ICME 2008, Hannover, Germany, 23-26 June 2008, pp. 797-800.  
583. Turker Ince, Serkan Kiranyaz and Moncef Gabbouj, “Automated Patient-Specific Classification of Premature Venticular Contractions,” Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2008, Vancouver, Canada, 20-24 August 2008, pp. 5474-5477.  
584. Jenni Pulkkinen, Serkan Kiranyaz, and Moncef Gabbouj, "Dynamic Multi-Swarm Particle Swarm Optimization with Fractional Global Best Formation," in Proceedings of 13th Finnish Artificial Intelligence Conference, STeP 2008, Helsinki, Finland, August 2008, pp. 52-59.  
585. Elina Helander, J. Schwarz, Jani Nurminen, Hanna Silén, and Moncef Gabbouj, “On the Impact of Alignment on Voice Conversion Performance”, In Proceedings of Interspeech 2008, , Brisbane, Australia, September 2008, pp. 1453-1456.
586. Hanna Silen, Elina Helander, Jani Nurminen, and Moncef Gabbouj. Evaluation of Finnish Unit Selection and HMM-based Speech Synthesis. In Proceedings of Interspeech 2008, Brisbane, Australia, September 2008, pp. 1853-1856.
587. Dmytro Rusanovskyy, Kemal Ugur and Moncef Gabbouj, “Fast Encoding Algorithms for Video Coding with Adaptive Interpolation Filters,” Proceedings of the IEEE 10th Workshop on Multimedia Signal Processing, MMSP 2008, 8-10 October 2008, pp. 317-321.  
588. Ying Chen, Ye-Kui Wang, Miska Hannuksela and Moncef Gabbouj, “Picture-Level Adaptive Filter for Asymmetric Stereoscopic Video,” Proceedings of the 15th IEEE International Conference on Image Processing, ICIP 2008, San Diego, California, USA, 12-15 October 2008, pp. 1944-1947.  
589. Imed Bouazizi, Lukasz Kondrad, Miska M. Hannuksela, Moncef Gabbouj, “Efficient FEC Protection of Scalable Media Streams in DVB-H", Proc. IEEE 58th Annual Broadcast Symposium, Alexandria, Virginia, USA, 15 - 17 October 2008.  
590. Jin Li, Moncef Gabbouj, Jarmo Takala and Hexin Chen, “Simplified Video Coding for Digital Mobile Devices,” Proceedings of the 9th International Conference on Signal Processing, ISCP 2008, Beijing, China, 26-29 October 2008.    
591. Lukasz Kondrad, Imed Bouazizi, Moncef Gabbouj, “Seamless Handover for Mobile TV Over DVB-H Applications,” Proceedings of 7th International Conference on Mobile and Ubiquitous Multimedia, MUM'08, Umeå, Sweden, 3-5 December 2008, pp. 181-184.    
592. Serkan Kiranyaz, Turker Ince, Alper Yldirim and Moncef Gabbouj, “Unsupervised Design of Artificial Neural Networks via Multi-Dimensional Particle Swarm Optimization,” in Proceedings of the 19th International Conference on Pattern Recognition, ICPR 2008, 8-11 December 2008, Tampa, Florida, USA.  
593. Serkan Kiranyaz, Jenni Pulkkinen, and Moncef Gabbouj, "Multi-dimensional Particle Swarm Optimization for Dynamic Environments," in Proceedings of 5th International Conference on Innovations in Information Technology, Innovations 2008, Al Ain, UAE, December 2008.  
594. Kemal Ugur, Dmytro Rusanovksyy, Antti Hallapuro, Jani Lainema, Moncef Gabbouj, "Efficient implementation of adaptive interpolation filters for low complexity video coding," Digest of Technical Papers, 2009 International Conference on Consumer Electronics, ICCE  2009, 10-14 Jan. 2009, pp.1 - 2.   
595. Lukasz Kondrad, Imed Bouazizi, Vinod K.M. Vadakital, Moncef Gabbouj, "Optimal FEC code concatenation for unequal error protection in video streaming applications", Proc. Multimedia Computing and Networking 2009, San Jose, 19-20 January 2009.  
596. Moncef Gabbouj, Murat Birinci, Serkan Kiranyaz, "Perceptual Color Descriptor Based on Spatial Distribution Model: Proximity Histograms," in Proceedings of the International Conference on Multimedia and Computing Systems, ICMCS 2009, 2-4 April 2009, Ouarzazate, Marocco, pp. 144-149.   
597. Cixun Zhang, Kemal Ugur, Jani Lainema and Moncef Gabbouj, "Video coding using variable block-size spatially varying transforms," Processing of the 2009 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2009, April 19-24, 2009, Taipei, Taiwan, pp. 905-908.    
598. Cixun Zhang, Kemal Ugur, Jani Lainema, Antti Hallapuro, Moncef Gabbouj, "Low Complexity Algorithm for Spatially Varying Transforms," in Proceedings of the 2009 Picture Coding Symposium, PCS 2009, May 6-8, 2009, Chicago, Illinois, USA.  
599. Ying Chen, Miska Hannuksela, Ling Zhu, Antti Hallapuro, Moncef Gabbouj, Houqiang Li,  "Coding techniques in Multiview Video Coding and Joint Multiview Video Model," in Proceedings of the 2009 Picture Coding Symposium, PCS 2009, May 6-8, 2009, Chicago, Illinois, USA.  
600. Weixing Wan, Ying Chen, Ye-Kui Wang, Miska Hannuksela, Houqiang Li, Moncef Gabbouj, "Efficient Hierarchical Inter Picture Coding for H.264/AVC Baseline Profile," Low Complexity Algorithm for Spatially Varying Transforms," in Proceedings of the 2009 Picture Coding Symposium, PCS 2009, May 6-8, 2009, Chicago, Illinois, USA.  
601. Lukasz Kondrad, Imed Bouazizi, Vinod K. M Vadakital, Miska Hannuksela, Moncef Gabbouj, "Cross-layer optimized transmission of H.264/SVC streams over DVB-T2 broadcast system," in Proceedings of the 2009 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting, BMSB 2009, 13-15 May 2009, pp. 1 - 12.    
602. Junyong You, Miska Hannuksela, Moncef Gabbouj, "Semantic audiovisual analysis for video summarization," in Proceedings of the IEEE EUROCON 2009, 18-23 May 2009, pp. 1358 - 1363.  
603. Serkan Kiranyaz, Turker Ince, Alper Yildirim, Moncef Gabbouj, "Multi-dimensional Particle Swarm Optimization for dynamic clustering," in Proceedings of the IEEE EUROCON 2009, 18-23 May 2009, pp. 1398 - 1405.     
604. Ying Chen, Ye-Kui Wang, Moncef Gabbouj, and Miska M. Hannuksela, "Regionally Adaptive Filtering for Asymmetric Stereoscopic Video Coding," in Proceedings of the 2009 IEEE International Symposium on Circuits and Systems, ISCAS 2009, Taipei, Taiwan, 24-27 May 2009, pp. 2585-2588.  
605. Siping Tao, Ying Chen, Miska M. Hannuksela, Ye-Kui Wang, Moncef Gabbouj, and Houqiang Li, "Joint Texture and Depth Map Video Coding Based on the Scalable Extension of H.264/AVC," in Proceedings of the 2009 IEEE International Symposium on Circuits and Systems, ISCAS 2009, Taipei, Taiwan, 24-27 May 2009, pp. 2353-2356.  
606. Serkan Kiranyaz, Stefan Uhlmann, Moncef Gabbouj, "Dominant Color Extraction Based on Dynamic Clustering by Multi-Dimensional Particle Swarm Optimization," in Proceedings of the Seventh International Workshop on Content-Based Multimedia Indexing, CBMI 2009, 3-5 June 2009, pp. 181 - 188.   
607. Francesco Cricri', Sujeet Mate, Igor Curcio and Moncef Gabbouj, "Mobile and Interactive Social Television - A Virtual TV Room," Proceedings of the 10th IEEE International Symposium on World of Wireless, Mobile and Multimedia Networks, Kos, Greece, June 15-19, 2009.
608. Lukasz Kondrad, Imed Bouazizi, Moncef Gabbouj, "Media Aware FEC for Scalable Video Coding Transmission," in Proceedings of the 2009 IEEE Symposium on Computers and Communications, ISCC 2009, 5-8 July 2009, pp. 7 - 12.
609. Jin Li, Moncef Gabbouj, Jarmo Takala, and Hexin Chen, "Merged inverse quantization and IDCT for optimized decoder implementation," Proceedings of the 17th European Signal Processing Conference, Eusipco 2009, Glasgow, Scotland, UK, 24-28 August 2009, pp. 948-952.
610. Serkan Kiranyaz, Tuker Ince, and Moncef Gabbouj, “A Personalized Classification System for Holter Registers”, in Proc. of IEEE Engineering in Medicine and Biology Conf. (EMBC 2009), pp. 1883-1888, Minneapolis, MN, USA, 2-6 September 2009.
611. Victor Popa, Jani Nurminen, Moncef Gabbouj, “A Novel Technique for Voice Conversion Based on Style and Content Decomposition with Bilinear Models,” Proc. of the 10th Annual Conference of the International Speech Communication Association (Interspeech 2009), 6-10 September 2009, Brighton, UK, pp. 2655-2658.
612. Hanna Silén, Elina Helander, Jani Nurminen, Moncef Gabbouj, “Parameterization of Vocal Fry in HMM-Based Speech Synthesis,” Proc. of the 10th Annual Conference of the International Speech Communication Association (Interspeech 2009), 6-10 September 2009, Brighton, UK, pp. 1775-1778.
613. Esin Guldogan and Moncef Gabbouj, "Dynamic Feature Weights with Relevance Feedback in Content-Based Image Retrieval," in Proceedings of the 24th International Symposium on Computer and Information Sciences, ISCIS 2009, 14-16 September 2009, Northern Cyprus, pp. 56-59.
614. Jin Li, Moncef Gabbouj, Jarmo Takala and Hexin Chen, "Direct 3-D DCT-to-DCT Resizing Algorithm for Video Coding," in Proceedings of the IEEE Symposium on Image and Signal Processing and Analysis, Sept.15-18, 2009, Salzburg, Austria, pp.105-110.
615. Chenghao Liu, Ye-Kui Wang, Miska M. Hannuksela, Ying Chen, Mate Sujeet and Moncef Gabbouj, 'RTP/AVPF Compliant Feedback for Error Resilient Video Coding in Conversational Applications," Proceedings of the 2009 International Symposium on Communications and Information Technologies, 28-30 September 2009, Incheon, Korea, pp. 218-223.
616. Junyong You, Andrew Perkis, Miska Hannuksela, Moncef Gabbouj, "Perceptual Quality Assessment Based on Visual Attention Analysis," in Proceedings ACM International Conference on Multimedia (ACM MM) 2009, October, 2009, pp. 561-564.
617. Junyong You; Miska Hannuksela; Moncef Gabbouj, “An Objective Video Quality Metric Based on Spatiotemporal Distortion,” in Proceedings of the IEEE International Conference on Image Processing, ICIP 2009, 7-10 November 2009, Cairo, Egypt, pp. 2229-2232.
618. Dmytro Rusanovskyy, Kemal Ugur, Moncef Gabbouj, “Adaptive Interpolation With Flexible Filter Structures for Video Coding,” in Proceedings of the IEEE International Conference on Image Processing, ICIP 2009, 7-10 November 2009, Cairo, Egypt, pp. 1025-1028. 
619. Serkan Kiranyaz, Turker Ince, and Moncef Gabbouj, “Stochastic Approximation Driven Particle Swarm Optimization”, in Proceedings of Innovations’09, 15-17 December 2009, Al-Ain, UAE.
620. Serkan Kiranyaz, Moncef Gabbouj, Jenni Pulkkinen, Turker Ince and Kristian Meissner, "Classification and Retrieval on Macroinvertebrate Image Databases using Evolutionary RBF Neural Networks," in Proceedings of the International Workshop on Advanced Image Technology (IWAIT), 11-12 January 2010, Kuala Lumpur, Malaysia.
621. Iftikhar Ahmad, Moncef Gabbouj, “Content-based interactive image retrieval from JAVA enabled mobile devices,” Proceedings of the Fourth International Symposium on Communications, Control and Signal Processing, ISCCSP 2010, 3-5 March 2010, Limassol, Cyprus.
622. Lukasz Kondrad, Imed Bouazizi, Moncef Gabbouj, "Optimizing the DVB-T2 System for Mobile Broadcast", Proceedings of the IEEE Broadband Multimedia System and Broadcasting, 24-26 March 2010, Shanghai, China.
623. Serkan Kiranyaz, Turker Ince and Moncef Gabbouj, ""Dynamic Data Clustering using Stochastic Approximation Driven Multi-Dimensional Particle Swarm Optimization, Proc. 13th European Conference on Genetic Programming, 7-9 April 2010, Istanbul, Turkey.
624. Esin Guldogan, Moncef Gabbouj, "Adaptive image classification based on folksonomy," Proceedings 11th International Workshop on Image Analysis for Multimedia Interactive Services, WIAMIS 2010 Desenzano del Garda, 12-14 April 2010. 
625. Hanna Silen, Elina Helander, Jani Nurminen and Moncef Gabbouj, "Analysis of Duration Prediction Accuracy in HMM-Based Speech Synthesis," Proceedings of the 5th International Conference on Speech Prosody, Chicago, IL, U.S.A., May 11-14, 2010.
626. Chenghao Liu, Imed Bouazizi and Moncef Gabbouj, "Advanced Rate Adaption for Unicast Streaming of Scalable Video," Proceedings of the 2010 International Conference on Communications, Capetown, South Africa, May 23-27, 2010.
627. Antti Hallapuro, Dmytro Rusanovskyy, Kemal Ugur, Jani Lainema, and Moncef Gabbouj, "Efficient SIMD-based implementation of adaptive filter," Proceedings of 2010 IEEE International Symposium on Circuits and Systems, ISCAS 2010, Paris, France, 30 May - 2 June 2010 pp. 4193-4196.
628. Noha El-Yamany; Kemal Ugur; Miska Hannuksela; Moncef Gabbouj, "Evaluation Of Depth Compression And View Synthesis Distortions In Multiview-video-plus-depth Coding Systems," in Proceedings of the 3DTV-CONF, Capture, Transmission and Display of 3D Video, 7-9 June 2010, Tampere, Finland.
629. Payman Aflaki, Miska M. Hannuksela, Jukka Häkkinen, Paul Lindroos, Moncef Gabbouj, "Impact of Downsampling Ratio in Mixed-resolution Stereoscopic Video," in Proceedings of the 3DTV-CONF, Capture, Transmission and Display of 3D Video, 7-9 June 2010, Tampere, Finland.
630. Aijun Sang, Hexin Chen and Moncef Gabbouj, "3D Balance Quantization Encoding Based on Variable Size Matrix Segmentation," Proceedings of the 2010 IEEE International Conference on Information and Automation, Harbin, China, June 20-23, 2010 pp. 2325-2328.
631. Turker Ince, Serkan Kiranyaz, Moncef Gabbouj, "Classification of polarimetric SAR images using evolutionary RBF networks," Proceedings of 20th International Conference on Pattern Recognition, ICPR 2010, Istanbul, Turkey, 23-26 August 2010, pp. 4324-4327. 
632. Junyong You, Andrew Perkis and Moncef Gabbouj, "Improving Image Quality Assessment with Modeling Visual Attention," in Proceedings of the 2nd European Workshop on Visual Information Processing, EUVIP-2010, 5-7 July 2010, Paris, France, pp. 177-182.
633. Lukasz Kondrad, Imed Bouazizi, Moncef Gabbouj, "LDPC FEC Code Extension for Unequal Error Protection in 2nd Generation DVB Sytstems," Proceedings of the IEEE International Conference on Multimedia & Expo, 19-23 July 2010, Singapore, pp. 504-509.
634. Chenghao Liu, Imed Bouazizi, Moncef Gabbouj, "Multi-buffer Based Congestion Control for Multicast Streaming of Scalable Video," Proceedings of the IEEE International Conference on Multimedia & Expo, 19-23 July 2010, Singapore, pp. 998-1003.
635. Ying Chen, Weixing Wan, Miska Hannuksela, Jun Zhang, Houqiang Li, Moncef Gabbouj, "Depth-level-adaptive View Synthesis for 3D Video," Proceedings of the IEEE International Conference on Multimedia & Expo, 19-23 July 2010, Singapore, pp. 1724-1729.
636. Turker Ince, Serkan Kiranyaz and Moncef Gabbouj, "Classification of Polarimetric SAR Images Using Evolutionary RBF Neural Networks," Proceedings of the 20th International Conference on Pattern Recognition, August 23-26, 2010, Istanbul Convention & Exhibition Centre, Istanbul, Turkey.
637. S. Kiranyaz, T. Ince, and M. Gabbouj, “Classification of Holter Registers by Dynamic Clustering using Multi-Dimensional Particle Swarm Optimization”, in Proc. of IEEE Engineering in Medicine and Biology Conf. (EMBC 2010), August 31 – September 4, 2010, Buenos Aires, Argentina.
638. Serkan Kiranyaz, Moncef Gabbouj, Jenni Pulkkinen, Turker Ince, and Kristian Meissner, “Network of Evolutionary Binary Classifiers for Classification and Retrieval in Macroinvertebrate Databases”, Proc. of IEEE International Conference on Image Processing, ICIP 2010, 26-29 September, 2010, pp. 2257-2260, Hong Kong.
639. Payman Aflaki, Miska M. Hannuksela, Jukka Häkkinen, Paul Lindroos, Moncef Gabbouj, "Subjective Study on compressed Asymmetric Stereoscopic Video," Proc. of IEEE International Conference on Image Processing, ICIP 2010, 26-29 September, 2010, pp. 4021-4024, Hong Kong.
640. Miska M. Hannuksela; Haibo Zhu, Honqiang Li and Moncef Gabbouj, "Congestion-aware Transmission Rate Control Using Medium-grain Scalability of Scalable Video Coding," Proc. of IEEE International Conference on Image Processing, ICIP 2010, 26-29 September, 2010, pp. 2929-2932, Hong Kong.
641. Elina Helander, Hanna Silén, J. Míguez and Moncef Gabbouj, "Maximum a posteriori voice conversion using sequential Monte Carlo methods," Proceedings of the 11th Annual Conference of the International Speech Communication Association, Makuhari, Chiba, Japan, September 26-30, 2010 pp. 1716-1719.
642. Hanna Silén, Elina Helander, Jani Nurminen, Kosta Koppinen and Moncef Gabbouj, "Using Robust Viterbi Algorithm and HMM-Modeling in Unit Selection TTS to Replace Units of Poor Quality," Proceedings of the 11th Annual Conference of the International Speech Communication Association, Makuhari, Chiba, Japan, September 26-30, 2010 pp. 166-169.
643. Esin Guldogan, Else Lagerstam, Thomas Olsson, Moncef Gabbouj, "Multi-form hierarchical representation of image categories for browsing and retrieval," Proceedings 5th International Workshop on Semantic Media Adaptation and Personalization, SMAP 2010, 9-10 December 2010, Limassol, Cyprus, pp. 64-69. 
644. Murat Birinci, Fernando Diaz-de-Maria, Golnaz Abdollahian, Edward J. Delp, and Moncef Gabbouj, “Neighborhood matching for object recognition algorithms based on local image features,” in Digital Signal Processing Workshop and IEEE Signal Processing Education Workshop (DSP/SPE), 2011 IEEE, 4-7 January 2011, Sedona, Arizona, pp. 157–162.
645. Serkan Kiranyaz, Stefan Uhlmann, Turker Ince and Moncef Gabbouj, "Collective Network of Evolutionary Binary Classifiers for Polarimetric SAR Images," Proceedings 5th International Workshop on Science and Applications of SAR Polarimetry and Polarimetric Interferometry, PolInSAR 2011, Frascati, Italy, 24–28 January 2011.
646. Chenghao Liu, Imed Bouazizi, Moncef Gabbouj, “Rate adaptation for adaptive HTTP streaming,” Proceedings of ACM MMSys 2011, Special Session: Modern Media Transport, Dynamic Adaptive Streaming over HTTP (DASH), San Jose, California, 23-25 February 2011.
647. Stefan Uhlmann, Serkan Kiranyaz, Turker Ince, Moncef Gabbouj, “Polarimetric SAR Images Classification using Collective Network of Binary Classifiers,” Proceedings of the Joint Urban Remote Sensing Event, JURSE 2011, U. Stilla, P. Gamb, C. Juergens and D. Maktav, Eds, pp. 245-248, Munich, Germany, April 11-13, 2011.
648. Toni Mäkinen, Serkan Kiranyaz, Moncef Gabbouj, "Content-based audio classification using collective network of binary classifiers," Proceedings of the 3rd IEEE Symposium Series on Computational Intelligence, SSCI 2011, in the IEEE Workshop on Evolving and Adaptive Intelligent Systems, EAIS 2011, 11-15 April 2011, Paris, France, pp. 116-123.
649. M. Birinci, S. Kiranyaz, and M. Gabbouj, “Video Shot Boundary Detection by Structural Analysis of Local Image Features,” Proceedings of the 12th Workshop on Image Analysis for Multimedia Interactive Services, 13-15 April 2011, Delft, The Netherlands.
650. Serkan Kiranyaz, Stefan Uhlmann, Jenni Pulkkinen, Moncef Gabbouj, and Turker Ince, "Collective network of evolutionary binary classifiers for image retrieval," Proceedings of the 3rd IEEE Symposium Series on Computational Intelligence, SSCI 2011, in the IEEE Workshop on Evolving and Adaptive Intelligent Systems, EAIS 2011, 11-15 April 2011, Paris, France, pp. 147-154.
651. Serkan Kiranyaz, Stefan Uhlmann, Jenni Pulkkinen, Turker Ince, Moncef Gabbouj, "Incremental Evolution of Collective Network of Binary Classifier for Content-Based Image Classification and Retrieval," Proceedings 7th International Conference on Innovations in Information Technology, April 25-27, Abu Dhabi, United Arab Emirates.  
652. Payman Aflaki, Miska M. Hannuksela, Jussi Hakala, Jukka Hakkinen, Moncef Gabbouj, “Estimation of subjective quality for mixed-resolution stereoscopic video,” Proceedings International 3DTV Conference, Antalya, Turkey, 16-18 May 2011.
653. Oguz Bici, Jani Lainema, Kemal Ugur, Moncef Gabbouj, "Planar representation for intra coding of depth maps,” Proceedings International 3DTV Conference, Antalya, Turkey, 16-18 May 2011.
654. Weiwei Chen, Jin Li, Moncef Gabbouj and Jarmo Takala, "Lossless audio hiding method for synchronous audio-video coding," Processing of the 2011 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2011, May 22-27, 2011, Prague, Czech Republic, pp. 2432-2435.
655. Jin Li, Weiwei Chen, Moncef Gabbouj, Jarmo Takala and Hexin Chen, "Prediction of discrete cosine transformed coefficients in resized pixel blocks," Processing of the 2011 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2011, May 22-27, 2011, Prague, Czech Republic, pp. 1045-1048.
656. Golnaz Abdollahian, Murat Birinci, Fernando Diaz-De-Maria, Moncef Gabbouj, and Edward J. Delp, “A Region-Dependent Image Matching Method for Image and Video Annotation,” Proceedings of the 9th International Workshop on Content-Based Multimedia Indexing (CBMI), 13-15 June 2011, Madrid, Spain, pp. 121-126.
657. Mikko Roininen, Esin Guldogan, Moncef Gabbouj, "Audiovisual video context recognition using SVM and genetic algorithm fusion rule weighting,” Proceedings of the 9th International Workshop on Content-Based Multimedia Indexing (CBMI), 13-15 June 2011, Madrid, Spain. 
658. Aijun Sang, Moncef Gabbouj, Hexin Chen, "Video and audio synchronization coding based on three dimensional matrix in ubiquitous computing," Proceedings 2nd World Congress on Computer Science and Information Engineering, CSIE 2011, Changchun, 17-19 June 2011, Lecture Notes in Electrical Engineering, World Congress on Computer Science and Information Engineering vol. 128, no. 5, Heidelberg, pp. 87-93.  
659. Murat Birinci, Esin Guldogan, and Moncef Gabbouj, “Dynamic Queries with Relevance Feedback for Content Based Image Retrieval,” Proceedings of the 14th International Conference on Human-Computer Interaction, 9-14 July 2011, Orlando, Florida, pp. 547–554.
660. Chenghao Liu, Imed Bouazizi, and Moncef Gabbouj, “Segment Duration for Rate Adaptation for Adaptive HTTP Streaming,” in Proceedings IEEE International Conference on Multimedia & Expo (ICME 2011), Barcelona, Spain, 11-15 July, 2011.
661. Michal Joachimiak, Kemal Ugur, Jani Lainema, and Moncef Gabbouj, “Fast Motion Estimation with Dual Search Window for Stereo 3D Video Encoding,” in Proceedings IEEE International Conference on Multimedia & Expo (ICME 2011), Barcelona, Spain, 11-15 July, 2011.
662. Cixun Zhang, Kemal Ugur, Jani Lainema, Antti Hallapuro, and Moncef Gabbouj, “Prediction Signal Aided Spatially Varying Transform,” in Proceedings IEEE International Conference on Multimedia & Expo (ICME 2011), Barcelona, Spain, 11-15 July, 2011.
663. Chenghao Liu, Imed Bouazizi, Moncef Gabbouj, "Segment Duration for Rate Adaptation of Adaptive HTTP Streaming,” in Proceedings IEEE International Conference on Multimedia & Expo (ICME 2011), Barcelona, Spain, 11-15 July, 2011.
664. Chenghao Liu, Imed Bouazizi, and Moncef Gabbouj, “Parallel Adaptive HTTP Media Streaming,” in Proceedings International Conference on Computer Communication Network (ICCCN 2011), Maui, Hawaii, 31 July - 4 August, 2011.
665. Hanna Silén, Elina Helander and Moncef Gabbouj, “Prediction of voice aperiodicity based on spectral representations in HMM speech synthesis,” In Proceedings of 12th Annual Conference of the International Speech Communication Association (Interspeech) 2011, Florence, Italy, 28-31 August 2011, pp. 105-108.
666. Stefan Uhlmann, Serkan Kiranyaz, Turker Ince, Moncef Gabbouj, "SAR Imagery Classification In Extended Feature Space By Collective Network Of Binary Classifiers," in Proceedings 19th European Signal Processing Conference, EUSIPCO 2011, 29 August - 2 September 2011, Barcelona, Spain, pp. 1160-1164.  
667. Payman Aflaki, Miska M. Hannuksela, Jussi Hakala, Jukka Hakkinen, Moncef Gabbouj, “Joint Adaptation of Spatial Resolution and Sample Value Quantization for Asymmetric Stereoscopic Video Compression: a Subjective Study,” Proceedings 7th International Symposium on Image and Signal Processing and Analysis, ISPA 2011, Dubrovnik, Croatia, 4-9 September 2011.
668. Serkan Kiranyaz, Jenni Pulkkinen, Turker Ince and Moncef Gabbouj, “Multi-dimensional Evolutionary Feature Synthesis for Content-based Image Retrieval,” Proceedings of the IEEE International Conference on Image Processing, ICIP 2011, 11-14 Sept. 2011, Brussels, Belgium, pp. 3645 – 3648.
669. Stefan Uhlmann, Serkan Kiranyaz, Moncef Gabbouj, and Turker Ince, "Incremental Evolution of Collective Network of Binary Classifier for Polarimetric SAR Image Classification," Proceedings of the IEEE International Conference on Image Processing, ICIP 2011, 11-14 Sept. 2011, Brussels, Belgium, pp. 177 – 180.
670. Stefan Uhlmann, Serkan Kiranyaz, Turker Ince, Moncef Gabbouj, "Dynamic and Data-Driven Classification of Polarimetric SAR Images," In Proceedings of SPIE Image and Signal Processing for Remote Sensing Conference XVII, vol. 8180, Lorenzo Bruzzone(ed.), 19-21 September 2011, Prague, Czech Republic.
671. Harri Sorokin, Jari Koivusaari, Moncef Gabbouj, and Jarmo Takala, “Coding Method for Embedding Audio in Video Stream,” in Proc. IEEE Int. Workshop Signal Process. Syst., Beirut. Lebanon, Oct. 4 – 7 2011, pp. 261 – 266.
672. Vinod Kumar Malamal Vadakital, Miska M. Hannuksela, Igor D. Curcio, and Moncef Gabbouj, “Geo-predictive error correction adaptation for broadcast services,” in Proc. IEEE International Congress on Ultra Modern Telecommunications and Control Systems 2011, ser. Workshop on Mobile Computing and Networking Technologies 2011, Budapest, Hungary, October 5-7, 2011, pp. 1–6.
673. Payman Aflaki, Dmytro Rusanovskyy, Timo Utriainen, Emilia Pesonen, Miska M. Hannuksela, Satu Jumisko-Pyykko, and Moncef Gabbouj; “Study of asymmetric quality between coded views in depth enhanced multiview video coding,” Proceedings International Conference on 3D Imaging (IC3D), Liege, Belgium, 3-6 December 2011.
674. Francesco Cricri, Kostadin Dabov, Igor D.D. Curcio, Sujeet Mate, and Moncef Gabbouj, "Multimodal Event Detection in User Generated Videos". In Proceedings of the 2011 IEEE International Symposium on Multimedia (ISM'11), pp. 263-270, Dana Point, CA, USA, 5-7 December 2011.
675. Francesco Cricri, Igor D.D. Curcio, Sujeet Mate, Kostadin Dabov, and Moncef Gabbouj, "Sensor-Based Analysis of User Generated Video for Multi-camera Video Remixing," in Lecture Notes in Computer Science - Advances in Multimedia Modeling: Proceedings of the 18th International Conference on Multimedia Modeling, vol. 7131/2012, pp. 255-265, Klagenfurt, Austria, 4-6 January 2012. Springer-Verlag.
676. Evgeny Belyaev, Karen Egiazarian, Moncef Gabbouj, "Low Complexity Bit-Plane Entropy Coding for 3-D DWT Based Video Compression," Proceedings of 2012 SPIE Conference on Multimedia on Mobile Devices and Multimedia Content Access: Algorithms and Systems, Reiner Creutzburg; David Akopian; Cees G. M. Snoek; Nicu Sebe; Lyndon Kennedy (eds.), Multimedia on Mobile Devices, 22-26 January 2012, Burlingham, CA, USA, vol. 8304, pp. 1-6.
677. Victor Popa, Hanna Silen, Jani Nurminen, Moncef Gabbouj, "Local Linear Transformation for Voice Conversion,” Proceedings of the IEEE International Conference on Acoustic, Speech and Signal Processing, ICASSP 2012, March 25-30, 2012, Kyoto, Japan, pp. 4517-4520.
678. Serkan Kiranyaz, Turker Ince and Moncef Gabbouj, “Scalable Content-Based Classification and Retrieval Framework for Dynamic Commercial Image Databases,” in 4th Int. Conf. on Networked Digital Technologies (NDT 2012), Dubai, UAE, 24-26 April 2012.
679. Wei Liu, Serkan Kiranyaz and Moncef Gabbouj, "Robust scene classification by gist with angular radial partitioning" Proceedings of the 5th International Symposium on Communications, Control and Signal Processing, ISCCSP 2012, Rome, Italy, 2-4 May 2012.
680. Payman Aflaki, Dmytro Rusanovskyy, Timo Utrianinen, Emilia Pesonen, Miska Hannuksela, Satu Jumisko-Pyykko and Moncef Gabbouj, "Texture denoising utilized in depth-enhanced multiview video coding," Proceedings of the 2012 Picture Coding Symposium, 7-9 May 2012, Krakow, Poland, pp. 85-88.
681. Marko Viitanen, Jarno Vanne, Timo Hämäläinen, Moncef Gabbouj, and Jani Lainema, "Complexity analysis of next-generation HEVC decoder," Proceedings of the IEEE International Symposium on Circuits and Systems, ISCAS 2012, 20-23 May 2012, Seoul, South Korea, pp. 882-885.
682. Viktor Vad, Balazs Csebfalvi, and Moncef Gabbouj, "Calibration of the Marschner-Lobb signal on CC, BCC, and FCC lattices," Proceedings of the 14th Annual Visualization Gathering, EUROVIS 2012, June 5-8, 2012, Vienna, Austria.
683. Alireza Aminlou, Hana Fahim-Hashemi, Mahmoud R. Hashemi, Moncef Gabbouj, Omid Fatemi, "A two-piece R-D model for hybrid video coding and its application in fast mode decision," Proceedings of 13th International Conference on Multimedia and Expo, ICME 2012, 9-13 July 2012, Melbourne, Australia, pp. 1073-1078. 
684. Payman Aflaki, Dmytro Rusanovskyy, Miska Hannuksela, and Moncef Gabbouj, "Frequency Based Adaptive Spatial Resolution Selection for 3D Video Coding,” in Proceedings of the European Signal Processing Conference (EUSIPCO 2012), pp. 759-763, Bucharest, Romania, 27-31 August 2012.
685. Toni Mäkinen, Serkan Kiranyaz, Jenni Pulkkinen, and Moncef Gabbouj, “Evolutionary Feature Generation for Content-based Audio Classification and Retrieval,” in Proceedings of the European Signal Processing Conference (EUSIPCO 2012), pp. 1474-1478, Bucharest, Romania, 27-31 August 2012.
686. Michal Joachimiak, Dmytro Rusanovskyy, Miska Hannuksela, and Moncef Gabbouj, “Multiview 3D Video Denoising in Sliding 3D DCT Domain,” in Proceedings of the European Signal Processing Conference (EUSIPCO 2012), pp. 759-763, Bucharest, Romania, 27-31 August 2012.
687. Hanna Silén, Elina Helander, Jani Nurminen, and Moncef Gabbouj, "Ways to Implement Global Variance in Statistical Speech Synthesis," in Proceedings of 13th Annual Conference of the International Speech Communication Association Interspeech, 2012, Portland, Oregon, 9-13 September 2012.
688. Muhammad Ahsan, Tapio Saramäki, Moncef Gabbouj, "A novel technique to design optimum FIR digital filters with different transition bandwidths," Proceedings of 54th International Symposium ELMAR-2012, 12-14 September 2012, Zadar, Croatia, pp. 125-128.
689. Evgeny Belyaev, Andrey Turlikov, Karen Egiazarian and Moncef Gabbouj, "An efficient multiplication-free and look-up table-free adaptive binary arithmetic coder," Proceedings of the IEEE International Conference on Image Processing, ICIP 2012, Orlando, Florida, 30 September - 3 October 2012.
690. Payman Aflaki, Miska M. Hannuksela, Maryam Homayouni, and Moncef Gabbouj, "Cross-asymmetric mixed-resolution 3D video compression," in Proceedings of 3DTV Conference 2012, 15-17 October 2012, Zurich, Switzerland.
691. Esin Guldogan, Jari Kangas and Moncef Gabbouj, "Personalized representative image selection for shared photo albums," Proceedings of the International Conference on Computer Applications Technology, ICCAT 2013, 20-22 January 2013, Sousse, Tunisia.
692. Serkan Kiranyaz, Jenni Raitoharju and Moncef Gabbouj, "Evolutionary feature synthesis for content based audio retrieval," in Proceedings of the First International Conference on Communications, Signal Processing and Their Applications, ICCSPA 2013, 12-14 February 2013, Sharjah, UAE.
693. Caglar Aytekin, Serkan Kiranyaz and Moncef Gabbouj, "Kuantum mekanigi temelli ozisler nesne cikarimi," (in Turkish) Proceedings of Signal Processing and Communications Applications Conference, SIU 2013, 24-26 April 2013, Haspolat.
694. Jani Nurminen, Hanna Silén, Elina Helander, and Moncef Gabbouj, "Evaluation of Detailed Modeling of the LP Residual in Statistical Speech Synthesis," for publication in Proceedings of IEEE International Symposium on Circuits and Systems, ISCAS 2013, 19-23 May 2013, Beijing, China.
695. Done Bugdayci, M. Oguz Bici, Kemal Ugur, and Moncef Gabbouj, "Intra prediction mode coding for scalable HEVC," Proceedings 38th International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2013, pp. 1374-1378, May 2013, Vancouver, Canada.
696. Toni Heittola, Annamaria Mesaros, Tuomas Virtanen, and Moncef Gabbouj, "Supervised Model Training for Overlapping Sound Events Based on Unsupervised Source Separation," Proceedings 38th International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2013, pp. 26-31, May 2013, Vancouver, Canada.
697. Chingovska, J. Yang, Z. Lei, D. Yi, S. Z. Li, O. Kahm, C. Glaser, N. Damer, A. Kuijper, A. Nouak, J. Komulainen, T. Pereira, A. Anjos, S. Gupta, S. Khandelwal, S. Bansal, A. Rai, T. Krishna, D. Goyal, M.-A. Waris, H. Zhang, I. Ahmad, S. Kiranyaz, M. Gabbouj, R. Tronci, M. Pili, N. Sirena, F. Roli, J. Galbally, J. Fierrez, A. Pinto, H. Pedrini, W. S. Schwartz, A. Rocha, S. Marcel, "The 2nd Competition on Counter Measures to 2D Face Spoofing Attacks," The 6th IAPR International Conference on Biometrics (ICB-2013), 4-7 June 2013, Madrid, Spain.
698. Gunther, M.; Costa-Pazo, A.; Ding, C.; Boutellaa, E.; Chiachia, G.; Zhang, H.; de Assis Angeloni, M.; Struc, V.; Khoury, E.; Vazquez-Fernandez, E.; Tao, D.; Bengherabi, M.; Cox, D.; Kiranyaz, S.; de Freitas Pereira, T.; Zganec-Gros, J.; Argones-Rua, E.; Pinto, N.; Gabbouj, M.; Simoes, F.; Dobrisek, S.; Gonzalez-Jimenez, D.; Rocha, A.; Neto, M.U.; Pavesic, N.; Falcao, A.; Violato, R.; Marcel, S., “The 2013 face recognition evaluation in mobile environment,” Proceedings 2013 International Conference on Biometrics, ICB 2013, Pages: 1 - 7, DOI: 10.1109/ICB.2013.6613024.
699. Alexey Vinel, Evgeny Belyaev, Olivier Lamotte, Moncef Gabbouj, Yevgeni Koucheryavy, Karen Egiazarian, "Video transmission over IEEE 802.11p: real-world measurements," Proceedings of IEEE International Conference on Communications, ICC 2013, 9-13 June 2013, Budapest, Hungary.
700. Tatiana Efimushkina, Karen Egiazarian, Moncef Gabbouj, "Rate-Distortion Based Reversible Watermarking for JPEG Images with Quality Factors Selection", in Proceedings of the 4th European Workshop on Visual Information Processing (EUVIP), 10 - 12 June 2013, Paris, France.
701. Payman Aflaki, Moncef Gabbouj, Dmytro Rusanovskyy and Miska Hannuksela, “Unpaired Multiview Video plus Depth compression,” in Proceedings of International Conference on Digital Signal Processing, DSP 2013, 1-3 July 2013, Santorini, Greece.
702. Francesco Cricri, Mikko Roininen, Sujeet Mate, Jussi Leppanen, Igor D.D. Curcio, Moncef Gabbouj, “Multi-Sensor Fusion for Sport Genre Classification of User Generated Mobile Videos,” IEEE International Conference on Multimedia and Expo (ICME 2013), San Jose, CA, USA, 15-19 July 2013.
703. Hoda Roodaki, Zahra Iravani, Mahmoud Reza Hashemi, Shervin Shirmohammadi, Moncef Gabbouj, “A new rate distortion model for multi-view/3D video coding,” Proceedings 2013 IEEE International Conference on Multimedia and Expo Workshops, ICMEW 2013, Pages: 1 - 6, DOI: 10.1109/ICMEW.2013.6618338.
704. Stefan Uhlmann, Serkan Kiranyaz, Moncef Gabbouj, "Polarmetric SAR classification using visual color features extracted over pseudo color images," Proceedigns 2013 IEEE International Geoscience and Remote Sensing Symposium, Melbourne, Australia, 21-26 July 2013, pp. 1999-2002.
705. Hanna Silén, Jani Nurminen, Elina Helander, Moncef Gabbouj, 'Voice Conversion for Non-Parallel Datasets Using Dynamic Kernel Partial Least Squares Regression', Proceedings Interspeech 2013, 25-29 August 2013, Lyon, France.
706. Jani Nurminen, Hanna Silén, Moncef Gabbouj, "Speaker-specific retraining for enhanced compression of unit selection text-to-speech databases," Proceedings Interspeech 2013, 25-29 August 2013, Lyon, France. 
707. Evgeny Belyaev, Karen Egiazarian, Moncef Gabbouj, "A real-time simulcast multi-view wavelet video coding based on skipping of spatial subbands," Proc. 8th International Symposium on Image and Signal Processing and Analysis, ISPA 2013, 4-6 September 2013, Trieste, Italy.  
708. Peter Kovacs, Serkan Kiranyaz and Moncef Gabbouj, "Hyperbolic particle swarm optimization with application in rational identification," Proceedings of the 21st European Signal Processing Conference, EUSIPCO 2013, Marrakech, Morocco, 9-13 September 2013.
709. Muhammad-Adeel Waris, Honglei Zhang, Iftikhar Ahmad, Serkan Kiranyaz and Moncef Gabbouj, "Analysis of textural features for face biometric anti-spoofing," Proceedings of the 21st European Signal Processing Conference, EUSIPCO 2013, Marrakech, Morocco, 9-13 September 2013.
710. Hoda Roodaki, Kemal Ugur, Miska M. Hannuksela and Moncef Gabbouj, "Efficient video resolution adaptation using scalable H.265/HEVC," Proceedings of the IEEE International Conference on Image Processing, ICIP 2013, Melbourne, Australia, 15-18 September 2013.
711. Caglar Aytekin, Serkan Kiranyaz and Moncef Gabbouj, "Quantum mechanics in computer vision: automatic object extraction," Proceedings of the IEEE International Conference on Image Processing, ICIP 2013, Melbourne, Australia, 15-18 September 2013.
712. Payman Aflaki, Wenyi Su, Michal Joachimiak, Dmytro Rusanovskyy, Miska M. Hannuksela, Houqiang Li, and Moncef Gabbouj; “Coding of mixed-resolution multiview video in 3D video application, ” Proceedings of the IEEE International Conference on Image Processing, ICIP 2013, Melbourne, Australia, 15-18 September 2013.
713. Tatiana Efimushkina, Moncef Gabbouj, "Survey on Cross-Layer Adaption for Video Downlink Communications over LTE," Proc.  International Conference on Distributed Computer and Communication Networks: Control, Computation, Communications, DCCN 2013, 7-10 October 2013, Moscow, Russia, pp. 102-109.
714. Baharak Soltanian, Murat Demirtas, Moncef Gabbouj, "Reduced-Complexity Binary Search for Doppler Estimation in GNSS Receivers," Proceedings of the 47th Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA, USA, 3-6 November 2013.
715. Michal Joachimiak, Miska Hannuksela and Moncef Gabbouj, "Complete processing chain for 3D video generation using Kinect sensor," Proc. of the International Conference on 3D Imaging, IC3D 2013, Liege, Belgium, 3-5 December 2013.
716. Babahajiani, Lixin Fan and Moncef Gabbouj, “Semantic Parsing of Street Scene Images Using 3D LiDAR Point Cloud,” Proceedings International Conference on Computer Vision, ICCV 2013, Sydney Australia, 3-6 December 2013, pp. 714-721.
717. Morteza Zabihi, Serkan Kiranyaz, Turker Ince, Moncef Gabbouj, "Patient-specific epileptic seizure detection in long-term EEG recording in paediatric patients with intractable seizures," in Intelligent Signal Processing Conference 2013 (ISP 2013), IET, London, 2013.
718. P. Aflaki, Miska M. Hannuksela, Hamed Sarbolandi, Moncef Gabbouj, “Rendering stereoscopic video for simultaneous 2D and 3D presentation,” Proceedings 3DTV-Conference: The True Vision-Capture, Transmission and Display of 3D Video (3DTV-CON), 2013, Pages: 1 - 4, DOI: 10.1109/3DTV.2013.6676658.
719. S. Gopalakrishna, M.M. Hannuksela, M. Gabbouj, “Flexible Coding Order for 3D video extension of H.265/HEVC,” Proceedings 2013 Picture Coding Symposium, PCS 2013, Pages: 253 - 256, DOI: 10.1109/PCS.2013.6737731.
720. P. Babahajiani, L Fan, J.-K. Kämäräinen, M. Gabbouj: "Semantic pars- ing of street scene images using 3D lidar point cloud," ICCV Workshop 2013, Australia
721. Payman Aflaki, Miska M. Hannuksela, and Moncef Gabbouj, “Flexible depth map spatial resolution in depth-enhanced multiview video coding,” Proceedings of IEEE International Conference on Acoustic, Speech and Signal Processing, ICASSP 2014, 4-9 May 2014, Florence, Itlay, pp. 875-879.
722. Peter Kovacs, Kaveh Samiee and Moncef Gabbouj, “On application of rational discrete short time Fourier Transform in epileptic seizure classification,” Proceedings of IEEE International Conference on Acoustic, Speech and Signal Processing, ICASSP 2014, 4-9 May 2014, Florence, Itlay, pp. 5880-5884.
723. Alireza Aminlou, Kemal Ugur, Miska M. Hannuksela, and Moncef Gabbouj, “Weighted-prediction-based color gamut scalability extension for the H.265/HEVC video codec,” Proceedings of IEEE International Conference on Acoustic, Speech and Signal Processing, ICASSP 2014, 4-9 May 2014, Florence, Itlay, pp. 7377 - 7381.
724.  Tiecheng Song, Hongliang Li, Bing Zeng and Moncef Gabbouj, “Texture Classification Using Joint Statistical Representation in Space-frequency Domain with Local Quantized Patterns,” Proceedings IEEE International Symposium on Circuits and Systems, ISCAS 2014, 1-5 June 2014, Melbourne, Australia, pp. 886-889. 
725.  Qingbo Wu, Hongliang Li, King N. Ngan, Bing Zeng and Moncef Gabbouj, “No Reference Image Quality Metric via Distortion Identification and Multi-Channel Label Transfer,” Proceedings IEEE International Symposium on Circuits and Systems, ISCAS 2014, 1-5 June 2014, Melbourne, Australia, pp. 530-533.
726.  Maryam Homayouni, Alireza Aminlou, Payman Aflaki, and Moncef Gabbouj, “Content Adaptive Depth map Resampling Scheme in Multiview Video Plus Depth,” Proceedings IEEE International Symposium on Circuits and Systems, ISCAS 2014, 1-5 June 2014, Melbourne, Australia, pp. 538-541.
727.  Shuyuan Zhu, Bing Zeng and Moncef Gabbouj, “Adaptive Reweighted Compressed Sensing For Image Compression,” Proceedings IEEE International Symposium on Circuits and Systems, ISCAS 2014, 1-5 June 2014, Melbourne, Australia, pp. 1-4.
728. Michal Joachimiak, Miska M. Hannuksela and Moncef Gabbouj, “View synthesis quality mapping for depth-based super resolution on mixed resolution 3D video,” Proceedings of 3DTV Conference, 2-4 July 2014, Budapest, Hungary, pp. 1-4.
729. Done Bugdayci Sansli, Kemal Ugur, Miska M. Hannuksela and Moncef Gabbouj, “Inter view motion vector prediction in multiview HEVC,” Proceedings of 3DTV Conference, 2-4 July 2014, Budapest, Hungary.
730. Maryam Homayouni, Payman Aflaki and Moncef Gabbouj, “Adaptive DCT based depth mpa resampling for depth enhanced Multiview video coding,” Proceedings of 3DTV Conference, 2-4 July 2014, Budapest, Hungary.
731. Payman Aflaki, Miska M. Hannuksela, Maryam Homayouni and Moncef Gabbouj, “Depth-aware 3D video filtering targeting Multiview video plus depth compression,” Proceedings of 3DTV Conference, 2-4 July 2014, Budapest, Hungary.
732. J. Raitoharju, H. Zhang, E.C. Ozan, M.A. Waris, M. Faisal, G. Cao, M. Roininen, I. Ahmad, R. Shetty, S. P.C., S. Uhlmann, K. Samiee, S. Kiranyaz, M. Gabbouj, “TUT MUVIS image retrieval system proposal for MSR-BING challenge 2014,” in Proceedings of IEEE International Conference on Multimedia & Expo, ICME 2014, 14-18 July 2014, Chengdu, China.
733. Shuyuan Zhu, Bing Zeng, and Moncef Gabbouj, “Adaptive sampling for compressed sensing-based image compression,” in Proceedings of IEEE International Conference on Multimedia & Expo, ICME 2014, 14-18 July 2014, Chengdu, China, pp. 1-6.
734. C. Aytekin, S. Kiranyaz and M. Gabbouj, “Automatic Object Segmentation by Quantum Cuts,” Proceedings 22nd International Conference on Pattern Recognition, ICPR 2014, Stockholm, Sweden, 24-28 August 2014, pp. 112-117. [Received the IBM Student Best Paper Award at ICPR]
735. Weiyi Xie, Stefan Uhlmann, Serkan Kiranyaz, and Moncef Gabbouj, “Learning with Support Vector Data Description,” 22nd International Conference on Pattern Recognition, ICPR 2014, Stockholm, Sweden, 24-28 August 2014, pp. 3904-3909.
736. Honglei Zhang, Serkan Kiranyaz and Moncef Gabbouj, “Cardinal sparse partial least square feture selection and its application in face recognition,” 22nd European Signal Processing Conference, EUSIPCO 2014, 1-5 September 2014, Lisbon, Portugal, pp. 785-789.
737. Guanqun Cao, Iftikhar Ahmad, Honglei Zhang, Weiyi Xie and Moncef Gabbouj, “Balance learning to rank in Big Data,” 22nd European Signal Processing Conference, EUSIPCO 2014, 1-5 September 2014, Lisbon, Portugal, pp. 1422-1426.
738. Done Bugdayci Sansli, Kemal Ugur, Miska H. Hannuksela, Moncef Gabbouj, “Backward Compatible Enhancement of Chroma Format in HEVC," Proceedings IEEE International Conference on Image Processing, ICIP 2014, 27-20 October 2014, Paris, France, Pages: 3686 - 3690.
739. Shuyuan Zhu, Bing Zeng, Lu Fang; M, Gabbouj, “Downward spatially-scalable image reconstruction based on compressed sensing," Proceedings IEEE International Conference on Image Processing, ICIP 2014, 27-20 October 2014, Paris, France, Pages: 1352 - 1356.
740. M. Joachimiak, M.M. Hannuksela, P. Aflaki, M. Gabbouj, "Evaluation of Depth-Based Super Resolution on Compressed Mixed Resolution 3D Video," in Proc. Asian Conference on Computer Vision, Singapore, Nov. 2014.
741. Done Bugdayci Sansli, Alireza Aminlou, Kemal Ugur, Miska H. Hannuksela, Moncef Gabbouj, "Improved Weighted Prediction for Color Gamut Scalability in SHVC," Proceedings Visual Communications and Image Processing, VCIP 2014, 7-10 December 2014, Valletta, Malta.
742. Payman Aflaki, Miska M. Hannuksela, Maryam Homayouni, Moncef Gabbouj, "Joint depth and texture filtering targeting MVD compression," Proceedings Visual Communications and Image Processing, VCIP 2014, 7-10 December 2014, Valletta, Malta, Pages: 410 - 413, DOI: 10.1109/VCIP.2014.7051593.
743. Jenni Raitoharju, Serkan Kiranyaz, and Moncef Gabbouj, “Evolutionary Feature Selection and Synthesis by Multi-dimensional Particle Swarm Optimization,” in Proc. of 5th European Workshop on Visual Information Processing (EUVIP 2014), Paris, France, 10-12 December 2014.
744. Pouria Babahajiani, Lixin Fan, Moncef Gabbouj, “Object Recognition in 3D Point Cloud of Urban Street Scene,” ACCV Workshops (1) 2014: 177-190.
745. Maryam Homayouni, Payman Aflaki, Miska M. Hannuksela, M. Gabbouj, “Asymmetric luminance based filtering for stereoscopic video compression,” Proceedings International Conference on 3D Imaging (IC3D), 2014, Pages: 1 - 6, DOI: 10.1109/IC3D.2014.7032577.
746. Payman Aflaki, Maryam Homayouni, Miska M. Hannuksela, Moncef Gabbouj, “Row-interleaved sampling for stereoscopic video coding targeting polarized displays”, Proceedings International Conference on 3D Imaging, IC3D 2014, Pages: 1 - 5, DOI: 10.1109/IC3D.2014.7032580.
747. Payman Aflaki, Miska M. Hannuksela, Moncef Gabbouj, “Adaptive Spatial Resolution Selection for Stereoscopic Video Compression with MV-HEVC: A Frequency Based Approach,” Proceedings 2014 IEEE International Symposium on Multimedia (ISM 2014), Pages: 267 - 270, DOI: 10.1109/ISM.2014.11.
748. Francesco Cricri, Sujeet Mate, Igor D.D. Curcio, Moncef Gabbouj, “Salient Event Detection in Basketball Mobile Videos,” Proceedings 2014 IEEE International Symposium on Multimedia (ISM 2014), Pages: 63 - 70, DOI: 10.1109/ISM.2014.67.
749. Umar Iqbal, Igor D.D Curcio, Moncef Gabbouj, “Who is the hero? semi-supervised person re-identification in videos,” Proceedings 2014 International Conference on Computer Vision Theory and Applications, VISAPP 2014, Volume: 2, Pages: 162 – 173.
750. M. Joachimiak, M. Wasielica, P. Skrzypczyński, J. Sobecki, M. Gabbouj, “View Synthesis with Kinect-Based Tracking for Motion Parallax Depth Cue on a 2D Display,” CORES 2015, Wroclaw, Poland, 2015.
751. Serkan Kiranyaz, Turker Ince, Ridha Hamila, Moncef Gabbouj, “Convolutional neural networks for patient-specific ECG classification,” Proceedings of 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 2608-2611.
752. A. Iosifidis, M. Gabbouj and P. Pekki, “Class-specific nonlinear projections using class-specific kernel spaces”, IEEE International Conference on Big Data Science and Engineering (BigDataSE), Helsinki, Finland, 2015.
753. E. C. Ozan, S. Kiranyaz, and M. Gabbouj, “M-PCA Binary Embedding For Approximate Nearest Neighbor Search,” IEEE International Conference on Big Data Science and Engineering (BigDataSE), Helsinki, Finland, 2015.
754. Alexsandros Iosifidis and Moncef Gabbouj, “A Bayesian Approach for Extreme Learning Machine-based Subspace Learning,” European Signal Processing Conference (EUSIPCO 2015), 31 August – 4 September 2015, Nice, France, 2015.
755. Ronald Pearson, Moncef Gabbouj, Jaakko Astola and Yrjö Neuvo, “The Class of Generalized Hampel Filters,” European Signal Processing Conference (EUSIPCO 2015), 31 August – 4 September 2015, Nice, France, 2015.
756. Kaveh Samiee, Peter Kovacs, Serkan Kiranyaz and Moncef Gabbouj, “Sleep stage classification using sparse rational decomposition of single channel EEG records,” European Signal Processing Conference (EUSIPCO 2015), 31 August – 4 September 2015, Nice, France, 2015.
757. Amin Jarrah, Mohsin Jemali, Seyyed Soheil Hosseini, Jaakko Astola and Moncef Gabbouj, “Parallelization of Non-Linear & Non-Gaussian Bayesian State Estimators (Particle Filters),” European Signal Processing Conference (EUSIPCO 2015), 31 August – 4 September 2015, Nice, France, 2015.
758. Caglar Aytekin, Ezgi Can Ozan, Serkan Kiranyaz, Moncef Gabbouj, “Visual Saliency by Extended Quantum Cuts,” Proceedings of the IEEE International Conference on Image Processing, ICIP 2015, Quebec City, 27-30 September 2015.
759. Michal Joachimiak, Miska M. Hannuksela, Payman Aflaki, Moncef Gabbouj, “Upsampled-view Distortion for Mixed Resolution 3D Video Coding,” Proceedings of IEEE International Conference on Image Processing 2015.
760. A. B. Rad, M. Zabihi, A. K. Katsaggelos, S. Kiranyaz, and M. Gabbouj, "A Novel P300-Speller Error Detection Approach in Brain-Computer Interface,” Proceedings 7th International IEEE EMBS Neural Engineering Conference (BCI Challenge@NER 2015), Montpellier, France, 2015.
761. Pouria Babahajiani, Lixin Fan, Joni Kamarainen, Moncef Gabbouj, “Automated Super-Voxel Based Features Classification of Urban Environments by Integrating 3D Point Cloud and Image Content,” IEEE International Conference on Signal and Image Processing Applications, 2015.
762. G. Rama Murthy and Moncef Gabbouj, “Existence and Synthesis of Complex Hopfield Type   Associative Memories,” Proceedings of International Conference on Artificial Neural Networks, June 2015, Lecture Notes in Computer Science, Springer, vol 9095, pp 356-369.
763. G. Rama Murthy and Moncef Gabbouj, “On the Design of Hopfield Neural Networks:  Synthesis of Hopfield Type Associative Memories,” Proceedings of IEEE International Joint Conference on Neural Networks (IJCNN 2015), July 2015, Pages: 1 - 8, DOI: 10.1109/IJCNN.2015.7280299.
764. G. Rama Murthy, Berkay Kicanoglu and Moncef Gabbouj, “On the Dynamics of a Recurrent Hopfield   Network” Proceedings of IEEE International Joint Conference on Neural Networks (IJCNN 2015), July 2015, Pages: 1 - 8, DOI: 10.1109/IJCNN.2015.7280504.
765. G. Rama Murthy and Moncef Gabbouj, “Linear Congruential Sequences: Feedback and Recurrent Neural Networks,” Third International Conference on Emerging Research in Computing, Information and Communication and Applications (ERCICA 2015).
766. G. Rama Murthy, Moncef Gabbouj and Iftikhar Ahmad, “Image Retrieval: Information and Rough Set Theories,” International Conference on Image and Signal Processing, August 2015, Elsevier Publishers.
767. Jimin Xiao, Miska M. Hannuksela, Tammam Tillo, and Moncef Gabbouj, “A Paradigm for Dynamic Adaptive Streaming over HTTP for Multi-View Video,” Proceedings of Advances in Multimedia Information Processing – PCM 2015, Volume 9315 of the series Lecture Notes in Computer Science, pp. 410-418.
768. K. Sankhe, G.R. Murthy, M. Gabbouj, “Novel statistical offline nonuniform sampling of time-limited signal,” Proceedings IEEE 3rd International Conference on Signal Processing, Communication and Networking (ICSCN), 2015, pp. 1 - 6, DOI: 10.1109/ICSCN.2015.7219870.
769. Shuyuan Zhu, Bing Zeng, Guanghui Liu, Liaoyuan Zeng, Lu Fang, M. Gabbouj, “Image interpolation based on non-local geometric similarities,” Proceedings IEEE International Conference on Multimedia and Expo, ICME 2015, Pages: 1 - 6, DOI: 10.1109/ICME.2015.7177417.
770. Hidir Yuzuguzel, Jari Niemi, Serkan Kiranyaz, Moncef Gabbouj, Thomas Heinz, “ShakeMe: Key Generation From Shared Motion,” Proceedings 13th IEEE International Conference on Pervasive Intelligence and Computing (PIComp-2015), 26-28 October 2015, Liverpool, UK.
771. Alexandros Iosifidis and Moncef Gabbouj, “Supervised learning based on deep randomized networks,” IEEE International Conference on Acoustic Speech and Signal Processing, ICASSP 2016, 21-25 March 2016, Shanghai, China, pp. 2584-2588.
772. Ramin Ghaznavi-Youvalari, Alereza Aminlou, Miska Hannuksela, & Moncef Gabbouj, “Efficient coding of 360-degree pseudo-cylindrical panoramic video for virtual reality applications,” Proceesing of the International Symposium on Multimedia, ISM 2016, pp. 525-528, 2016.
773. K. Kammachi-Sreehar, Alereza Aminlou, Miska Hannuksela, & Moncef Gabbouj, “Standard-compliant multiview video coding and streaming for virtual reality applications,” Proceesing of the International Symposium on Multimedia, ISM 2016, pp. 295-300, 2016.
774. Pouria Babahajiani, Lixin Fan, Joni Kämäräinen, and Moncef Gabbouj, “Comprehensive Automated 3D Urban Environment Modelling Using Terrestrial Laser Scanning Point Cloud,” Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Workshop on Large Scale 3D Data.
775. A. Iosifidis and M. Gabbouj, "Hierarchical Class-Specific Kernel Discriminant Analysis for Face Verification", IEEE Conference on Visual Communications and Image Processing, VCIP’16, Chengdu, China, 2016
776. O. Guldogan and M. Gabbouj, “Automated Tree Detection and Density Calculation in Young Plantation Farms using Unmanned Aerial Vehicles,” IEEE Conference on Visual Communications and Image Processing, VCIP´16, Chengdu, China, 2016
777. C. Aytekin, A. Iosifidis, S. Kiranyaz and M. Gabbouj, "Salient Object Segmentation based on Linearly Combined Affinity Graphs", International Conference on Pattern Recognition (ICPR), Cancun, Mexico, 2016
778. M. Waris, A. Iosifidis, and M. Gabbouj, "Object Proposals using CNN-based edge filtering", International Conference on Pattern Recognition (ICPR), Cancun, Mexico, 2016
779. Ezgi Can Ozan, Serkan Kiranyaz, Moncef Gabbouj, “Joint K-Means Quantization for Approximate Nearest Neighbor Search,” 2016 23rd International Conference on Pattern Recognition (ICPR 2016).
780. E. Riabchenko, K. Meissner, I. Ahmad, A. Iosifidis, V. Tirronen, G. Moncef and S. Kiranyaz, "Learned vs. Engineered Features for Fine-Grained Classification of Aquatic Macroinvertebrates", International Conference on Pattern Recognition (ICPR), Cancun, Mexico, 2016
781. B. Kicanaoglu, A. Iosifidis and M. Gabbouj, "Maximum Margin Binary Classifiers using Intrinsic and Penalty graphs", European Signal Processing Conference (EUSIPCO), Budapest, Hungary, 2016
782. A. Iosifidis and M. Gabbouj, "Graph-regularized Multi-class Support Vector Machines for Face and Action Recognition", European Signal Processing Conference (EUSIPCO), Budapest, Hungary, 2016
783. A. Iosifidis, A. Tefas, I. Pitas and M. Gabbouj, "A review of approximate methods for kernel-based Big Media Data Analysis", European Signal Processing Conference (EUSIPCO), Budapest, Hungary, 2016
784. Ezgi Can Ozan, Serkan Kiranyaz, Moncef Gabbouj, and X. Hu,” Self-Organizing Binary Encoding for Approximate Nearest Neighbor Search,” 24th European Signal Processing Conference (EUSIPCO 2016).
785. Ashek Ahmmed, Miska Hannuksela and Moncef Gabbouj, “Motion Hints Compensated Prediction  as a Reference Frame FOR HIGH EFFICIENCY VIDEO CODING (HEVC),” 24th European Signal Processing Conference (EUSIPCO 2016).
786. A. Iosifidis and M. Gabbouj, "Combining Multi-class Maximum Margin Classification with Linear Discriminant Analysis for Human Action Recognition", IEEE International Conference on Image Processing (ICIP), Arizona, USA, 2016.
787. S. Kiranyaz, M.-A. Waris, I. Ahmad, R. Hamila, and M. Gabbouj, “Face Segmentation ın thumbnail Images by Data-Adaptive Convolutional Segmentation Networks”, Int. Conf. on Image Processing, (ICIP), Phoenix, Arizona, USA, September 25-28, 2016.
788. A. Zare, A. Aminlou, M. M. Hannuksela, and M. Gabbouj, “HEVC-compliant tile-based streaming of panoramic video for virtual reality applications,” ACM MM 2016, 15-19 Oct. 2016, Amsterdam, The Netherlands.
789. Ezgi Can Ozan, Ekaterina Riabchenko, Serkan Kiranyaz, Moncef Gabbouj, “An Optimized k-NN Approach for Classification on Imbalanced Datasets with Missing Data,” 15th International Symposium on Intelligent Data Analysis (IDA 2016).
790. Ezgi Can Ozan, Ekaterina Riabchenko, Serkan Kiranyaz, Moncef Gabbouj, “A Vector Quantization Based k-NN Approach for Large-Scale Image Classification,” 6th International Conference on Image Processing Theory, Tools and Applications, IPTA 2016, 12-15 Dec. 2016, Oulu, Finland.
791. Guanqun Cao, Alexandros Iosifidis, Moncef Gabbouj, “Multi-modal subspace learning with dropout regularization for cross-modal recognition and retrieval,” 6th International Conference on Image Processing Theory, Tools and Applications, IPTA 2016, 12-15 Dec. 2016, Oulu, Finland.
792. Alexandros Iosifidis, Moncef Gabbouj, “Prototype-based class-specific nonlinear learning for large-scale face verification,” 6th International Conference on Image Processing Theory, Tools and Applications, IPTA 2016, 12-15 Dec. 2016, Oulu, Finland.
793. Francesco Cricri, Xingyang Ni, Mikko Honkala, Emre Aksu and Moncef Gabbouj, “Video Ladder Networks,” Neural Information Processing Systems Workshops, 2016. 34, 2016.
794. Morteza Zabihi, Ali B. Rad, Serkan Kiranyaz, Moncef Gabbouj, and Aggelos K. Katsaggelos, “Heart sound anomaly and quality detection using ensemble of neural networks without segmentation,” Computing in Cardiology Conference, CinC 2016. IEEE, p. 613-616, DOI: 10.22489/CinC.2016.180-213. [secured runner-up position in PhysioNet Challenge 2016]
795. Avraam Tsantekidis, Nikolaos Passalis, Anastasios Tefas, Juho Kanniainen, Moncef Gabbouj, and Alexandros, “Forecasting Stock Prices from Limit Order Book using Convolutional Neural Networks,” Proceedings 19th IEEE International Conference on Business Informatics, 2016.
796. Alireza Zare, Kashyap Kammachi Sreedhar, Vinod Malamal Vadakital, Alireza Aminlou, Miska M. Hannuksela, and Moncef Gabbouj, “HEVC-compliant viewport-adaptive streaming of stereoscopic panoramic video,” 2016 Picture Coding Symposium (PCS 2016), Dec. 2016, Nuremberg, Germany.
797. Sounak Bhattacharya, Lixin Fan, Pouria Babahajiani and Moncef Gabbouj, “Global Scale Integral Volumes,” In: Hua G., Jégou H. (eds) Computer Vision – ECCV 2016 Workshops. ECCV 2016. Lecture Notes in Computer Science, vol 9913. Springer, Cham, https://doi.org/10.1007/978-3-319-46604-0_14.
798. Turker Ince, Morteza Zabihi, Serkan Kiranyaz and Moncef Gabbouj, “Learned vs. Hand-Designed Features for ECG Beat Classification: A Comprehensive Study,” Proceedings of European Medical and Biological Engineering Conferenceand Nordic-Baltic Conference on Biomedical Engineering and Medical Physics, EMBEC 2017, NBC 2017: EMBEC & NBC 2017 pp 551-554, DOI: 10.1007/978-981-10-5122-7.
799. Ramin Ghaznavi-Youvalari, Miska Hannuksela, Alereza Aminlou, & Moncef Gabbouj, “Viewport-dependent delivery schemes for stereoscopic panoramic video,” Proceesing of 3DTV Conference - 3D True Vision v2: Research and Applications in Future 3D Media, 3DTV-CON 2017, IEEE COMPUTER SOCIETY PRESS, 2017.
800. Honglei Zhang, Serkan Kiranyaz, & Moncef Gabbouj, “A k-nearest neighbor multilabel ranking algorithm with application to content-based image retrieval,” Proceedings IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017, p. 2587-2591.
801. Serkan Kiranyaz, Turker Ince, Alexandros Iosifidis, and Moncef Gabbouj, “Generalized model of biological neural networks: Progressive operational perceptrons,” 2017 IEEE International Joint Conference on Neural Networks, IJCNN 2017, 30 Jun 2017, pp. 2477-2485.
802. Alexandros Iosifidis, and Moncef Gabbouj, “Class-specific kernel discriminant analysis based on Cholesky decomposition,” 2017 IEEE International Joint Conference on Neural Networks, IJCNN 2017, 30 Jun 2017, pp. 1141-1146.
803. Nikolaos Passalis, Avraam Tsantekidis, Anastatios Tefas, Moncef Gabbouj, Juho Kanniainen, and Alexandros Iosifidis, “Time-series Classification Using Neural Bag-of-Features,” Proceedings of the European Signal Processing Conference, EUSIPCO, 28 August – 1 Sept 2017, Kos, Greece. 
804. Avraam Tsantekidis, Nikolaos Passalis, Anastasios Tefas, Juho Kanniainen, Moncef Gabbouj, and Alexandros Iosifidis, “Using Deep Learning to Detect Price Change Indications in Financial Markets,” Proceedings of the European Signal Processing Conference, EUSIPCO, 28 August – 1 Sept 2017, Kos, Greece.
805. Ramin Ghaznavi-Youvalari, Alireza Zare, Huameng Fang, Alireza Aminlou, Qingpeng Xie, Miska M. Hannuksela, and Moncef Gabbouj, “Comparison of HEVC coding schemes for tilebased viewport-adaptive streaming of omnidirectional video,” 2017 IEEE International Workshop on Multimedia Signal Processing, Oct. 2017, London-Luton, UK.
806. Dat Thanh Tran, M. Magris, Moncef Gabbouj, Juho Kanniainen, & Alexandros Iosifidis,  “Tensor Representation in High-Frequency Financial Data for Price Change Prediction,” Proceedings 2017 IEEE, SSCI 2017, 27 November – 1 December 2017, Hawaii, USA.
807. Morteza Zabihi, Ali Rad, Aggelos Katsaggelos, Serkan Kiranyaz, Susanna Narkilahti and Moncef Gabbouj, ”Detection of atrial fibrillation in ECG hand-held devices using a random forest classifier,” Proceedings of Computing in Cardiology, vol. 44, pp. 1-4., DOI: 10.22489/CinC.2017.069-336, Rennes, France, Sept 2017, vol. 44, pp.1-4. [winning 1st place for the Computing in Cardiology Challenge 2017]
808. I. Schiopu, Moncef Gabbouj, Bing Zeng, S. Liu, “Subaperature image segmentation for lossless compressing,” Proceedings of the 7th International Conference on Image Processing Theory, Tools and Applications, IPTA 2017.
809. Dat Tran, M. Adeel Waris, Moncef Gabbouj, and Alexandros Iosifidis, “Sample-based regularization for support vector machine classification,” Proceedings of the 7th International Conference on Image Processing Theory, Tools and Applications, IPTA 2017.
810. Ahmad, I., Rantanen, P., Sillberg, P., Laaksonen, J., Liu, S., Forss, T., Malik, A., Nieminen, M., Shetty, R., Ishikawa, S., Kallio, J., Saarinen, J. P., Gabbouj, M. & Soini, J, “VisualLabel: An Integrated Multimedia Content Management and Access Framework,” Proceedings of the 27th International Conference on Information Modelling and Knowledge Bases, EJC 2017: June 5-9, 2017, Krabi, Thailand. p. 332-353
811. Anton Muravev, Ezgi Ozan , Alexandros Iosifidis, and Moncef Gabbouj, "Pyramid Encoding for Fast Additive Quantization,” Proc. 2017 25th European Signal Processing Conference (EUSIPCO), p. 2575-2579.
812. Caglar Aytekin, Jarno Nikkanen and Moncef Gabbouj, “Deep multiresolution color constancy,” Proceedings of the IEEE International Conference on Image Processing, ICIP 2017, pp. 3735-3739.
813. Saad Mohamed, Ridha Hamila, Naofel Al-Dhahir, Ala Gouissem, Lazhar Ben-Brahim, and Moncef Gabbouj, “Maximum Achievable Throughput and Interference Mitigation for SUN in Coexistence with WLAN,” Proceedings of the International Conference on Advanced Communication Technologies and Networking 2018, CommNet'18.
814. Junaid Malik, Caglar Aytekin and Moncef Gabbouj, "Category independent object proposals using quantum superposition," 2017 IEEE International Conference on Image Processing (ICIP), Beijing, 2017, pp. 4172-4176, doi: 10.1109/ICIP.2017.8297068.
815. Junaid Malik, Caglar Aytekin and Moncef Gabbouj, “Low-energy graph Fourier functions span salient objects,” Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018, Calgary, Canada, 15-20 April 2018, pp. 1548-1552.
816. Ugur Kart, Joni Kämäräinen, Lixin Fan and Moncef Gabbouj, “Evaluation of Visual Object Trackers on Equirectangular Panorama,” Proceedings of the 13th International Joint Conference on Computer Vision, Image and Computer Graphics Theory and Applications, 27-29 January 2018, Portugal, pp. 25-32.
817. Zina Chkirbene, Sebti Foufou, Ridha Hamila and Moncef Gabbouj, “Optimization on Ports Activation Towards Energy Efficient Data Center Networks,” Fourth International Symposium on Ubiquitous Networking (UNet 2018) (UNet'18), Springer-Verlag, pp. 155-166 (Lecture Notes in Computer Science, vol. 11277 LNCS), Hammamet, Tunisia.
818. Jussi Taipalmaa, Morteza Zabihi, Moncef Gabbouj, and Serkan Kiranyaz, “Feature-based cardiac cycle segmentation in phonocardiogram recordings,” Proceedings of IEEE Computing in Cardiology Conference, CinC 2018, Sept. 2018.
819. Honglei Zhang, Serkan Kiranyaz, & Moncef Gabbouj, “Data Clustering Based on Community Structure in Mutual k-Nearest Neighbor Graph,” Proceedings 41st IEEE International Conference on Telecommunications and Signal Processing, TSP 2018, p. 262-268, July 4-6, 2018, Athens, Greece.
820. Fahad Sohrab, Jenni Raitoharju, Moncef Gabbouj and Alexandros Iosifidis, “Subspace Support Vector Data Description,” Proceedings of International Conference on Pattern Recognition, ICPR 2018, Beijing, China, August 2018, p. 722-727.
821. Mehmet Yamac, Bulent Sankur and Moncef Gabbouj, “Robust data hiding scheme for compressively sensed signals,” Proceedings of the European Signal Processing Conference, EUSIPCO 2018, Sept 2018, pp. 1760-1764.
822. Dat Tran, Toke Høye, Moncef Gabbouj and Alexandros Iosifidis, “Automatic flower and visitor detection system,” Proceedings of the European Signal Processing Conference, EUSIPCO 2018, Sept 2018, pp. 405-409.
823. Yaru Li, Li Yu, Chunyu Lin, Moncef Gabbouj,Yao Zhao, Convolutional Neural Network based Inter-frame Enhancement for 360-degree Video Streaming," PCM 2018, Hefei, China, 21-22, September 2018.
824. Anton Muravev, Dat Thanh Tran, Alexandros Iosifidis, Serkan Kiranyaz, & Moncef Gabbouj, “Acceleration Approaches for Big Data Analysis,” Proceedings 25th IEEE International Conference on Image Processing, ICIP 2018, 7-10 October 2018, Athens, Greece.
825. Honglei Zhang, and Moncef Gabbouj, “Feature Dimensionality Reduction with Graph Embedding and Generalized Hamming Distance,” Proceedings 25th IEEE International Conference on Image Processing, ICIP 2018, 7-10 October 2018, Athens, Greece, pp. 1083-1087.
826. Lei Xu, Alexandros Iosifidis and Moncef Gabbouj, “Weighted Linear Discriminant Analysis Based on Class Saliency Information,” Proceedings 25th IEEE International Conference on Image Processing, ICIP 2018, 7-10 October 2018, Athens, Greece.
827. Li Yu, Miska Hannuksela, Tammam Tillo, Chunyu Lin and Moncef Gabbouj, “Is the transmission of depth data always necessary for 3D video streaming?” Proceedings 8th International Conference on Image Processing Theory, Tools and Applications, IPTA 2018, 7-10 November 2018, Xi’an, China.
828. Lei Xu, Honglei Zhang, Jenni Raitoharju and Moncef Gabbouj, “Unsupervised Facial Image De-occlusion with Optimized Deep Generative Models,” Proceedings 8th International Conference on Image Processing Theory, Tools and Applications, IPTA 2018, 7-10 November 2018, Xi’an, China.
829. F. Pakdaman, M. Gabbouj, M.R. Hashemi and M. Ghanbari, “Fast motion estimation algorithm with efficient memory access for HEVC hardware encoders,” Proceedings European Workshop on Visual Information Processing, EUVIP 2018, 26-28 November 2018, Tampere, Finland.
830. Nahid Sheikhi-Pour, Sebastian Schwarz, Vinod Kumar Malamal Vadakital and Moncef Gabbouj, “Efficient 2D Video Coding of Volumetric Video Data,” Proceedings European Workshop on Visual Information Processing, EUVIP 2018, 26-28 November 2018, Tampere, Finland.
831. Vida Fakour Sevom, Sebastian Schwarz and Moncef Gabbouj, “Geometry-Guided 3D Data Interpolation for Projection-Based Dynamic Point Cloud Coding,” Proceedings European Workshop on Visual Information Processing, EUVIP 2018, 26-28 November 2018, Tampere, Finland.
832. Aysen Degerly, Sinem Aslan, Mehmet Yamac, Bulent Sankur, Moncef Gabbouj, “Compressively Sensed Image Recognition,” Proceedings European Workshop on Visual Information Processing, EUVIP 2018, 26-28 November 2018, Tampere, Finland.
833. Anton Muravev, Jenni Raitoharju, and Moncef Gabbouj, “On the layer selection in small-scale deep networks,” Proceedings European Workshop on Visual Information Processing, EUVIP 2018, 26-28 November 2018, Tampere, Finland.
834. D. T. Tran, J. Kanniainen, M. Gabbouj and A. Iosifidis, “Data-driven neural architecture learning for financial time-series forecasting,” Proceedings of the International Conference on Digital Image and Signal Processing, 29–30 April 2019, Oxford University, United Kingdom.
835. Jose Villa, Jussi Taipalmaa, Mikhail Gerasimenko, Honglei Zhang, Alexander Pyattaev, Jenni Raitoharju, Antti Perttula, Jussi Aaltonen, Sergey Andreev, Markus Aho, Sauli Virta, Moncef Gabbouj, Mikko Valkama, Kari T. Koskinen, “Operational Demonstration of an Autonomous Offshore Multicomponent Robotic System,” Proceedings International Seminar on Safety and Security of Autonomous Vessels (ISSAV) and European STAMP Workshop and Conference (ESWC) 2019, 17–20 September 2019, Espoo, Finland. 
836. Jussi Taipalmaa, Nikolaos Passalis, Honglei Zhang, Moncef Gabbouj, & Jenni Raitoharju, “High-Resolution Water Segmentation for Autonomous Unmanned Surface Vehicles: a Novel Dataset and Evaluation,” 2019 IEEE 29th International Workshop on Machine Learning for Signal Processing (MLSP), Pittsburgh, PA, USA, 2019, pp. 1-6, doi: 10.1109/MLSP.2019.8918694 
837. Nikolaos Passalis, Anastasios Tefas, Juho Kanniainen, Moncef Gabbouj, and Alexandros Iosifidis, “Deep temporal logistic bag-of-features for forecasting high frequency limit order book time series,” Proceedings 2019 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2019, 12-17 May 2019, Brighton, UK, p. 7545-7549.
838. Serkan Kiranyaz, O. Abdeljaber, Onur Avci, and Moncef Gabbouj, “1-D convolutional neural networks for signal processing applications,” Proceedings 2019 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2019, 12-17 May 2019, Brighton, UK, p. 8360-8364.
839. Dat Tran, Serkan Kiranyaz, Moncef Gabbouj, & Alexandros Iosifidis, “Knowledge Transfer for Face Verification Using Heterogeneous Generalized Operational Perceptrons,” Proceedings 2019 IEEE International Conference on Image Processing, ICIP 2019, 22-25 September 2019, Taipei, Taiwan, p. 1168-1172.
840. Nikolaos Passalis, Anastasios Tefas, Alexandros Iosifidis, and Moncef Gabbouj, “Class-based variational representation learning for robust image retrieval,” Proceedings 2019 IEEE International Conference on Image Processing, ICIP 2019, 22-25 September 2019, Taipei, Taiwan, p. 854-858.
841. Nikolaos Passalis, Jenni Raitoharju, Anastasios Tefas, and Moncef Gabbouj, “Adaptive interference using hierarchical convolutional Bag-of-Features for low-power embedded platforms,” Proceedings 2019 IEEE International Conference on Image Processing, ICIP 2019, 22-25 September 2019, Taipei, Taiwan, p. 3048-3052.
842. Georgios Panagiotatos, Nikolaos Passalis, Alexandros Iosifidis, Moncef Gabbouj, and Anastasios Tefas, “Curriculum-based Teacher Ensemble for Robust Neural Network Distillation,” Proceesings 27th European Signal Processing Conference (EUSIPCO-2019).
843. Mete Ahishali, Serkan Kiranyaz, Turker Ince, & Moncef Gabbouj, “Multifrequency Polsar Image Classification Using Dual-Band 1D Convolutional Neural Networks,” Proceedings Mediterranean and Middle-East Geoscience and Remote Sensing Symposium, M2GARSS 2020, pp. 73-76.
844. Dat Thanh Tran, Moncef Gabbouj and Alexandros Iosifidis, “Performance Indicator in Multilinear Compressive Learning,” IEEE Symposium Series on Computational Intelligence (IEEE SSCI), 2020, DOI: 10.1109/SSCI47803.2020.9308418.
845. Nikolaos Passalis, Alexandros Iosifidis, Moncef Gabbouj, and Anastasios Tefas, “Robust Hypersphere-based Weight Imprinting for Few-shot Learning,” European Signal Processing Conference (EUSIPCO), 2020
846. Nikolaos Passalis, Jeni Raitoharju, Moncef Gabbuj, Anastasios Tefas, “Efficient Adaptive Inference leveraging Bag-of-Features-based Early Exits,” ΙΕΕΕ International Workshop on Multimedia Signal Processing, 2020
847. Marios Krestenitis, Nikolaos Passalis, Alexandros Iosifidis, Moncef Gabbouj and Anastasios Tefas, “Human Action Recognition using Recurrent Bag-of-Features Pooling,” 25th International Conference on Pattern Recognition, 2020.
848. Kateryna Chumachenko, Alexandros Iosifidis, and Moncef Gabbouj. “Robust Fast Subclass Discriminant Analysis”. In: European Signal Processing Conference (EUSIPCO). 2020, pp. 1397–1401. DOI: 10.23919/ Eusipco47968.2020.9287557.
849. Kateryna Chumachenko, Jenni Raitoharju, Moncef Gabbouj, and Alexandros Iosifidis. “Incremental Fast Subclass Discriminant Analysis”. In: Interna- tional Conference on Image Processing (ICIP). 2020, pp. 1771– 1775. DOI: 10.1109/ICIP40778.2020.9191328.
850. Li Qingqing, Jussi Taipalmaa, Jorge Pena Queralta, Tuan Nguyen Gia, Moncef Gabbouj, Hannu Tenhunen, Jenni Raitoharju, Tomi Westerlund, “Towards Active Vision with UAV in Marine Search and Rescue: Analyzing Human Detection at Variable Altitudes,” 2020 IEEE International Symposium on Safety, Security, and Rescue Robotics (SSRR), Abu Dhabi, United Arab Emirates, 2020, pp. 65-70, doi: 10.1109/SSRR50563.2020.9292596.
851. Jose Villa, Jussi Taipalmaa, Mikhail Gerasimenko, Alexander Pyattaev, Mikko Ukonaho, Honglei Zhang, Jenni Raitoharju, Nikolaos Passalis, Antti Perttula, Jussi Aaltonen, Sergey Andreev, Markus Aho, Sauli Virta, Moncef Gabbouj, Mikko Valkama, Kari T. Koskinen, “aColor: Mechatronics, Machine Learning, and Communications in an Unmanned Surface Vehicle,” Proceedings of 8th Transport Research Arena TRA 2020. 
852. Sanaz Nami, Farhad Pakdaman, Mahmoud Reza Hashemi, “JUNIPER: A JND-Based Perceptual Video Coding Framework to Jointly Utilize Saliency and JND,” Proceedings IEEE International Conference on Multimedia & Expo Workshops (ICMEW), 2020.
853. Mohammad Soltanian, Junaid Malik, Jenni Raitoharju, Alexandros Iosifidis, Serkan Kiranyaz, Moncef Gabbouj. “Speech Command Recognition in Computationally Constrained Environments with a Quadratic Self-organized Operational Layer,” Proceedings International Joint Conference on Neural Networks (IJCNN), 2021, DOI: 10.1109/IJCNN52387.2021.9534232.
854. Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Uygar Tuna, Jarno Nikkanen, and Moncef Gabbouj, “Probabilistic Color Constancy,” IEEE International Conference on Image Processing, ICIP 2020, 25-28 October 2020, Abu Dhabi, UAE.
855. Dat Thanh Tran, Moncef Gabbouj, and Alexandros Iosifidis, “Subset Sampling for Progressive Neural Network Learning,” IEEE International Conference on Image Processing, ICIP 2020, 25-28 October 2020, Abu Dhabi, UAE. DOI: 10.1109/ICIP40778.2020.9191270
856. Junaid Malik, Serkan Kiranyaz, Mehmet Yamac & Moncef Gabbouj, “BM3D VS 2-Layer ONN,” Proc. IEEE International Conference on Image Processing, ICIP 2021.
857. Kaitai Zhang, Bin Wang, Wei Wang, Fahad Sohrab, Moncef Gabbouj and C.-C. Jay Kuo, “AnomalyHop: An SSL-based Image Anomaly Localization Method,” 2021 IEEE International Conference on Visual Communications and Image Processing (VCIP 2021), 6-8 Dec 2021, Munich, Germany.
858. M. Santamaria, Y. H., Lam, Francesco Cricri, Jani Lainema, Rami G. Youvalari, Honglei Zhang, Miska M. Hannuksela, Esa Rahtu, and Moncef Gabbouj,” Content-Adaptive convolutional neural network post-processing filter,” Proceedings - 23rd IEEE International Symposium on Multimedia, ISM 2021, p. 99-106.
859. Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Jarno Nikkanen, and Moncef Gabbouj, 2021, Monte Carlo Dropout Ensembles for Robust Illumination Estimation. In IJCNN, July 2021. 
860. Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Jarno Nikkanen, and Moncef Gabbouj, 2021, Learning to ignore: rethinking attention in CNNs,” in Proceedings of BMVC 2021.
861. Kateryna Chumachenko, Alexandros Iosifidis, Moncef Gabbouj, “Weighted Edit Distance for Country Code Recognition in License Plates,” Proceedings of the European Signal Processing Conference, EUSIPCO 2022, Belgrade, Serbia, 28 August – 3 September 2022.
862. Aysen Degerly, Fahad Sohrab, Serkan Kiranyaz and Moncef Gabbouj, “Early Myocardial Infarction Detection with One-Class Classification over Multi-view Echocardiography,” in Proceedings of Computing in Cardiology Conference, CinC 2022. IEEE, Tampere, September 2022.
863. Li Yu, Chang, Qingshan Liu, and Moncef Gabbouj, “High-frequency guided CNN for video compression artifacts reduction,” In Proceesings 2022 IEEE International Conference on Visual Communications and Image Processing, VCIP 2022. 
864. Kateryna Chumachenko, Alexandros Iosifidis, and Moncef Gabbouj. “Self-attention fusion for audiovisual emotion recognition with incomplete data”. In: International Conference on Pattern Recognition (ICPR). 2022, pp. 2822–2828. DOI: 10 . 1109 / ICPR56361. 2022.9956592.
865. Robert Skupin, Y. Sánchez, Cornelius Hellge, Thomas Schierl, Moncdef Gabbouj, Region-Of-Interest Coding Schemes For Http Adaptive Streaming With VVC, Proccedings 2022 IEEE International Conference on Image Processing (ICIP 2022), 3196-3200.
866. Mete Ahishali, Serkan Kiranyaz, Iftikhar Ahmad, Moncef Gabbouj, “SRL-SOA: Self-representation learning with sparse 1D-operational autoencoder for hyperspectral image band selection,” Proceedings 2022 IEEE International Conference on Image Processing (ICIP 2022), 2296-2300.
867. Aysen Degerli, Serkan Kiranyaz, MEH Chowdhury, Moncef Gabbouj, “Osegnet: Operational segmentation network for covid-19 detection using chest x-ray images,” Proceedings 2022 IEEE International Conference on Image Processing (ICIP 2022), 2306-2310.
868. Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, and Moncef Gabbouj,”Efficient CNN with uncorrelated Bag of Features pooling,” In Proceedings of the 2022 IEEE Symposium Series on Computational Intelligence, SSCI 2022. Ishibuchi, H., Kwoh, C-K., Tan, A-H., Srinivasan, D., Miao, C., Trivedi, A. & Crockett, K. (eds.). Institute of Electrical and Electronics Engineers Inc, p. 1082-1087.
869. Turker Ince, Sertac Kilickaya, Levent Eren, Ozer Can Devecioglu, Serkan Kiranyaz & Moncef Gabbouj, “Improved Domain Adaptation Approach for Bearing Fault Diagnosis,” Proceedings IECON 2022 – 48th Annual Conference of the IEEE Industrial Electronics Society, Oct 2022.
870. Zare, A., Aminlou, A., Hannuksela, M. M. & Gabbouj, M., 2023, “Optimal Tile Size and Streaming Field of View for VR Streaming, Proceedings 2023 IEEE 25th International Workshop on Multimedia Signal Processing, MMSP 2023.
871. Sanaz Nami, Farhad Pakdaman, M.R. Hashemi, S. Shirmohammadi, and Moncef Gabbouj, ”MTJND: Multi-Task Deep Learning Framework for Improved JND Prediction,” Proceedings 2023 IEEE International Conference on Image Processing (ICIP 2023)  pp. 1245-1249.
872. Sertac Kilickaya, Mete Ahishali, Fahad Sohrab, Turker Ince, Moncef Gabbouj, “Hyperspectral Image Analysis with Subspace Learning-based One-Class Classification,” Proceedings 2023 PhotonIcs & Electromagnetics Research Symposium (PIERS), pp. 953-959, ISBN 979-8-3503-1284-3, 28 Aug 2023, Czech Republic, 3-6 Jul 2023.
873. Fahad Sohrab, Firas Laakom, and Moncef Gabbouj, ”Newton Method-Based Subspace Support Vector Data Description,” Proceedings 2023 IEEE Symposium Series on Computational Intelligence (SSCI). p. 1372-1379.
874. Zaffar Zaffar, Fahad Sohrab, Juho Kanniainen and Moncef Gabbouj, ”Credit Card Fraud Detection with Subspace Learning-based One-Class Classification,” Proceedings 2023 IEEE Symposium Series on Computational Intelligence (SSCI). pp. 407-412.
875. Jake Guidry, Fahad Sohrab, Raju Gottumukkala, S. Katragadda and Moncef Gabbouj, ” One-Class Classification for Intrusion Detection on Vehicular Networks,” Proceedings 2023 IEEE Symposium Series on Computational Intelligence (SSCI). pp. 1176-1182.
876. Quoc Nguyen, Dat Tanh Tran, Juho Kanniainen, Alexandros Iosifidis and Moncef Gabbouj, ”Cryptocurrency Portfolio Optimization by Neural Computational Intelligence,” Proceedings 2023 IEEE Symposium Series on Computational Intelligence (SSCI). pp. 25-32.
877. Ilke Adalioglu, Mete Ahishali, Aysen Degerli, Serkan Kiranyaz, & Moncef Gabbouj, “SAF-Net: Self-Attention Fusion Network for Myocardial Infarction Detection Using Multi-View Echocardiography,” Proceedings of Computing in Cardiology (CinC) 2023, pp. 1-4.
878. Fahad Pakdaman and Moncef Gabbouj, “Comprehensive Complexity Assessment of Emerging Learned Image Compression on CPU and GPU,” Proceedings IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2023.
879. Ali Falahati - Mohammad Karim Safavi - Ardavan Elahi - Farhad Pakdaman - Moncef Gabbouj, “Efficient Bitrate Ladder Construction using Transfer Learning and Spatio-Temporal Features,” in Proceedings 2024 13th Iranian/3rd International Machine Vision and Image Processing Conference, MVIP 2024.
880. T. Khan, F. Sohrab, A. Michalas, M. & Gabbouj, “Trustworthiness of Users: A One-Class Classification Approach,” Springer: International Conference on Advanced Information Networking and Applications. Vol. 2, p. 331-343, 2024 (Lecture Notes on Data Engineering and Communications Technologies; vol. 200).
881. Muhamed Uzair Zahid, Aysen Degerli, Fahad Sohrab, Serkan Kiranyaz, Tahir Hamid, Rashid Mazhar & Moncef Gabbouj, “Refining Myocardial Infarction Detection: A Novel Multi-Modal Composite Kernel Strategy in One-Class Classification,” Proceedings of the IEEE International Conference on Image Processing, ICIP 2024, 27-30 Oct 2024, Abu Dhabi, UAE.
882. Kateryna Chumachenko, Alexandros Iosifidis, and Moncef Gabbouj. “UIMT: A framework for improving unimodal inference via multimodal training,” Proceedings of the IEEE International Conference on Image Processing, ICIP 2024, 27-30 Oct 2024, Abu Dhabi, UAE.
883. Cem Entok, Firas Laakom, Farhad Pakdaman, Moncef Gabbouj. “Pixel-wise Color Constancy via Smoothness Techniques in Multi-illumination Scenes,” Proceedings of the IEEE International Conference on Image Processing, ICIP 2024, 27-30 Oct 2024, Abu Dhabi, UAE.
884. F Yuan, X Jiang, X Feng, M Gabbouj, “Intrinsic Image Decomposition Based on Quantized Prior Codebook,” Proceedings 2024 IEEE International Conference on Image Processing (ICIP 2024), 1534-1539.
885. Kateryna Chumachenko, Alexandros Iosifidis, and Moncef Gabbouj. “MMA-DFER: MultiModal Adaptation of unimodal models for Dynamic Fa- cial Expression Recognition in-the-wild”. In: Computer Vision and Pattern Recognition (CVPR) Workshop on Affective Behavior Analysis in-the-wild. 2024, pp. 4673–4682.
886. Yu Li and Moncef Gabbouj, “Hierarchical Transformer for Panoramic Image Inpainting with Comprehensive Attention Module,” Proceedings of 13th International Conference on Image and Graphics (ICIG 2025), Xuzhou, China, October 31 - November 2, 2025.
887. Lei Xu, Mete Ahishali, Mehmet Yamac and Moncef Gabbouj, "Multi-Scale Tensorial Summation and Dimensional Reduction Guided Neural Network for Edge Detection", Proceedings of at ICCV 2025, Workshop on Advances in Image Manipulation, Hawaii, USA, October 2025.
888. Firas Laakom, Fahad Sohrab, Jenni Raitoharju, Alexandros Iosifidis, & Moncef Gabbouj, “Convolutional autoencoder-based multimodal one-class classification,” Proceedings 2025 IEEE Symposium on Computational Intelligence in Image, Signal Processing and Synthetic Media Companion, pp. 1-5, March 2025.
889. Sertac Kilickaya, Mete Ahishali, C. Celebioglu, Fahad Sohrab, Levent Eren, Turker Ince, & Moncef Gabbouj, “Audio-based anomaly detection in industrial machines using deep one-class support vector data description,” Proceedings 2025 IEEE Symposium on Computational Intelligence on Engineering/Cyber Physical Systems Companion (CIES Companion), pp. 1-5, March 2025.
890. T. Khan, Fahad Sohrab, A. Michalas, & Moncef Gabbouj, “To Vaccinate or Not to Vaccinate? Analyzing X Power over the Pandemic,” Proceedingss of the International Conference on Advanced Information Networking and Applications, pp. 352-365, Cham: Springer Nature Switzerland, April 2025.
891. Khoa Pham-Dinh, Farhad Pakdaman, Honglei Zhang, H. Rezazadegan Tavakoli, N. Le, J. Ahonen, & Moncef Gabbouj, “Evaluating the Emerging MPEG Video Coding for Machines in Semantic Segmentation,” Proceedings 2025 IEEE International Symposium on Multimedia, ISM 2025, pp. 141-148.

892. Ozer Devecioglu, Serkan Kiranyaz, Mehmet Yamac, & Moncef Gabbouj, “Expert Operational Gans: Towards Real-Color Underwater Image Restoration,” Proceesings of the 2025 IEEE International Conference on Image Processing Workshops, ICIPW 2025, p. 191-196.

      

     INVITED KEYNOTES

893. Serkan Kiranyaz, Kerem Caglar, Esin Guldogan, Olcay Guldogan and Moncef Gabbouj, “MUVIS: A Content-Based Multimedia Indexing and Retrieval Framework,” Proc. of the Seventh International Symposium on Signal Processing and its Applications, ISSPA 2003, 1-4 July 2003, Paris, France, pp. 1-8.  
894. Moncef Gabbouj, Serkan Kiranyaz, Kerem Caglar, Esin Guldogan, Olcay Guldogan and Farooq Ahmad Qureshi, “Audio-based Multimedia Indexing and Retrieval Scheme in MUVIS Framework,” Proceedings of 2003 IEEE International Symposium on Intelligent Signal Processing and Communication Systems, ISPACS 2003, (invited plenary talk), Awaji Island, Japan, 7-10 December 2003.  
895. M. Gabbouj and S. Kiranyaz, "Audio-visual content-based multimedia indexing and retrieval - the MUVIS framework", Proceedings of the 6th International Conference on Digital Signal Processing and its Applications, (invited plenary talk) DSPA 2004, Moscow, Russia, March 31 - April 2, 2004, pp.300-306.  
896. Moncef Gabbouj, “Novel DSP Tools in CBIR MUVIS Framework,” (invited keynote speech) in Proc. of The Second Annual IEEE Benelux/DSP Valley Signal Processing Symposium, SPS-DARTS 2006, 28-29 March 2006, Antwerp, Belgium.  
897. Moncef Gabbouj, Esin Guldogan, Mari Partio, Olcay Guldogan, Murat Birinci, Ahmad Iftikhar, Stefan Uhlmann and Serkan Kiranyaz, “An Extended Framework Structure in MUVIS for Content-Based Multimedia and Retrieval,” 4th International Conference: Sciences of Electronic, Technologies of Information and Telecommunications, SETIT 2007, 25-29 March 2007, Hammamet, Tunisia.    
898. Moncef Gabbouj, “Recent Advances on Audio-Visual Information Retrieval,” Keynote Speech at the 2008 International Symposium on Communications and Information Technologies, ISCIT 2008, Vientiane, Lao PDR, 21-23 October 2008.  
899. Moncef Gabbouj, “Perceptual Color/Shape Descriptors Based on Spatial Distribution: a Top-Down Approach,” International Conference on Recent Advances in Communication Engineering, RACE 2008, 20-23 December 2008, Osmanian University, Hyderabad, India.   
900. Moncef Gabbouj, “Fractional Multi-Dimensional Particle Swarm Optimization: Algorithms and Applications,” IEEE International Workshop on Recent Trends in Image and Video Processing, West Bengal University of Technology, 15th December 2008, Salt Lake, Kolkata, India.  
901. Moncef Gabbouj, “Multidimensional Particle Swarm Optimization and Applications in Data Clustering and Image Retrieval," Proceedings of IPTA 2010, 5-7 July 2010, Paris, France.
902. Moncef Gabbouj, “The new digital signal processing technology: particle swarm optimization," Proceedings of the International Workshop on Information Communication Technology, August 24-25, 2010, KMITL, Bangkok, Thailand.
903. Moncef Gabbouj, "Big Data – How will it transform our lives?" Opening keynote, 7th IEEE GCC Conference and Exhibition, GCC-2013, 17-20 November 2013, Doha, Qatar.
904. Moncef Gabbouj, “Machine Learning Tools for Content-Based Search in Large Multimedia Databases," Proceedings of the 2013 International Conference on Computer, Control, Informatics and Its Application, IC3INA 2013, 19-20 November 2013, Jakarta, Indonesia.
905. Moncef Gabbouj, “Machine Learning and Particle Swarm Optimization Tools for Searching in Big Databases,” Keynote presented at the 11th International Conference on Signal Image Technology and Internnet Based Systems, SITIS-2015, 23-27 November 2015, Bangkong, Thailand.
906. Moncef Gabbouj, “Reading images in real-time,” The 26th International Conference on Information Modelling and Knowledge Bases, EJC 2016, June 6-10, 2016, Tampere, Finland.
907. Moncef Gabbouj, “Machine Learning and Optimization Tools for Big Multimedia Data Analytics,” 2016 4th International Conference on Cloud Computing and Intelligence Systems, CCIS 2016, 17-19 August 2016, Beijing, China.
908. Moncef Gabbouj, “Machine Learning and Optimization Tools for Big Multimedia Data Analytics,” 8th International Symposium on Signal, Image and Video Communication, ISIVC 2016, 21-23 Nov. 2016, Tunis, Tunisia.
909. Moncef Gabbouj, “Advanced machine learning for biomedical signal analysis,” 5’th International Conference on Advances in Biomedical Engineering, ICABME19, 2019, 17-19 Oct. 2019, Tripoli, Lebanon.
910. Moncef Gabbouj, “The Super Neuron Model — Signal Processing Applications,” International Conference on Signal Processing and Information Security, 25-26 Nov 2020, Dubai, UAE, https://icspis.com/moncef-gabbouj-fieee/ 
911. Moncef Gabbouj “Does Deep Learning have to be so deep?” 2021 IEEE International Conference on Visual Communications and Image Processing (VCIP 2021), 6-8 Dec 2021, Munich, Germany. https://www.vcip2021.org
912. Moncef Gabbouj, “The Super Neuron Model – A New Generation of ANN-based Machine Learning and Applications,” 2022 International Conference on Computer and Applications, ICCA 2022, 20-22 December 2022, Cairo, Egypt. http://icca-conf.net/ICCA_DRAFT_PROGRAM.pdf

913. Moncef Gabbouj, “The Super Neuron Model – A New Generation of ANN-based Machine Learning and Applications,” 2022 International Symposium on New Trend in Computational Intelligence, Qingdao, China, 15-17, 2022. http://cilaben.sci.upc.edu.cn/_t1515/main.htm

     Scientific books (monographs), Conference Proceedings and Special Journal Issues

914. Signal Processing, Special Issue on Nonlinear Signal Processing, Guest Editor M. Gabbouj, Vol. 38, No. 3, 1994.
915. Signal Processing X –Theories and Applications, M. Gabbouj and P. Kuosmanen, Eds., TTKK-Paino, 4 volumes (also in CD-ROM), 2000.
916. Proceedings of WIAMIS 2001: Workshop on Image Analysis for Multimedia Services, M. Gabbouj, Ed., TTKK-Paino, (also in CD-ROM), 2001.
917. Moncef Gabbouj, “The Chairman’s Message,” Proceedings of WIAMIS 2001: Workshop on Image Analysis for Multimedia Services, M. Gabbouj, Ed., 16-17 May 2001, Tampere, Finland, p. i.
918.  Journal of Applied Signal Processing, Special issue on Image Analysis for Multimedia Interactive Services – Part I, Guest Editors Moncef Gabbouj, Faouzi Alaya-Cheikh, Bogdan Cramariuc and Geoff Morrison, Vol. 2002, No. 4, April 2002.
919. Journal of Applied Signal Processing, Special issue on Image Analysis for Multimedia Interactive Services – Part II, Guest Editors Moncef Gabbouj, Faouzi Alaya-Cheikh, Bogdan Cramariuc and Geoff Morrison, Vol. 2002, No. 6, June 2002.
920. Moncef Gabbouj, Faouzi Alaya-Cheikh, Bogdan Cramariuc and Geoff Morrison, Editorial, Journal of Applied Signal Processing, Special issue on Image Analysis for Multimedia Interactive Services – Part I, Vol. 2002, No. 4, pp. 341-342, April 2002.  
921. Moncef Gabbouj, Faouzi Alaya-Cheikh, Bogdan Cramariuc and Geoff Morrison, Editorial, Journal of Applied Signal Processing, Special issue on Image Analysis for Multimedia Interactive Services – Part II, Vol. 2002, No. 6, pp. 553-554, June 2002.  
922. Giovanni L. Sicuranza, Gonzalo Arce, Moncef Gabbouj and Stephan Marshall, Editorial, Journal of Applied Signal Processing, Special issue on Nonlinear Signal and Image Processing – Part II, Vol. 2004, No. 16, pp. 2397-2399, November 2004.  
923. Multimedia Tools and Applications, Chabane Djeraba, Moncef Gabbouj and Patrick Bouthemy, Guest Editors, Part I Video and Audio; vol. 30, no. 3, September 2006.
924. Multimedia Tools and Applications, Chabane Djeraba, Moncef Gabbouj and Patrick Bouthemy, Guest Editors, Part II: 2D and 3D Images, Interfaces, vol 31, no. 1, October 2006.
925. Ioan Tabus, Karen Egiazarian and Moncef Gabbouj, (Eds), Festschrift in Honor of Jaakko Astola on the Occasion of his 60th Birthday. Tampere International Center for Signal Processing, TICSP Series # 47, 2009.
926. Serkan Kiranyaz and Moncef Gabbouj, Content-Based Management of Multimedia Databases, LAMBERT Academic Publishing, 2012.
927. Alexander Tzanov, Computing Reviews (2014). Review of Serkan Kiranyaz, Turker Ince and Moncef Gabbouj, Multidimensional Particle Swarm Optimization for Machine Learning and Pattern Recognition, Springer 2014.
928. Serkan Kiranyaz, Turker Ince and Moncef Gabbouj, Multidimensional Particle Swarm Optimization for Machine Learning and Pattern Recognition, Springer 2014.
929. Ronald K. Pearson and Moncef Gabbouj, Nonlinear Digital Filtering with Python: An Introduction, Taylor & Francis/CRC Press, 2015.
930. Signal Processing: Image Communication, special issue on Big Media Data Analysis, Moncef Gabbouj, Ioannis Pitas, Anastasios Tefas and Alexandros Iosifidis, Guest Editors, vol 59, November 2017.
931. Moncef Gabbouj, Ioannis Pitas, Anastasios Tefas and Alexandros Iosifidis, Big Media Data Analysis, Editorial, in Signal Processing: Image Communication, special issue on Big Media Data Analysis, M. Gabbouj, I. Pitas, A. Tefas and A. Iosifidis, Guest Editors, vol 59, November 2017, pp. 105-108.
932. MultiMedia Modeling: 24th International Conference, MMM 2018, Bangkok, Thailand, February 5-7, 2018, Proceedings, Part I, Schoeffmann, K. (ed.), Chalidabhongse, T. H. (ed.), Ngo, C. W. (ed.), Aramvith, S. (ed.), O'Connor, N. E. (ed.), Ho, Y. S. (ed.), Gabbouj, M. (ed.) & Elgammal, A. (ed.) 2018 Springer. 648 p. (Lecture Notes in Computer Science; vol. 10704)
933. MultiMedia Modeling: 24th International Conference, MMM 2018, Bangkok, Thailand, February 5-7, 2018, Proceedings, Part II, Aramvith, S., Ho, Y. S., O’Connor, N. E., Chalidabhongse, T., Schoeffmann, K., Ngo, C. W., Gabbouj, M. & Elgammal, A. 2018 Springer. 460 p. (Lecture Notes in Computer Science; vol. 10705)
934. H. Ma, S. Yu, Moncef Gabbouj, and P. Mueller, Guest Editorial Special Issue on Multimedia Big Data in Internet of Things, IEEE Internet of Things Journal, vol. 5, pp. 3405-3407.
935. Editorial ”Applied Artificial Intelligence and Machine Learning for Video Coding and Streaming,” Marta Mrak, Mahmoud Reza Hashemi, Shervin Shirmohammadi, Ying Chen, and Moncef Gabbouj, Guest Eds. IEEE Open Journal of Signal Processing, volume 2, 2021, Digital Object Identifier 10.1109/OJSP.2021.3105305.
936. Image and Graphics: 11th International Conference, ICIG 2021, Haikou, China, August 6–8, 2021, Proceedings, Part II, Y Peng, SM Hu, M Gabbouj, K Zhou, M Elad, K Xu, Eds, Springer Nature, volume 12889, 2021.
937. Artificial Intelligence Security and Privacy, Jaideep Vaidya Moncef Gabbouj Jin Li (Eds.), First International Conference on Artificial Intelligence Security and Privacy, AIS&P 2023 Guangzhou, China, December 3–5, 2023 Proceedings, Part I, Lecture Notes in Computer Science 14509, and Part II Lecture Notes in Computer Science 14510, Springer, 2024.

938. Artificial Intelligence Security and Privacy, Jaideep Vaidya Moncef Gabbouj Jin Li (Eds.), First International Conference on Artificial Intelligence Security and Privacy, AIS&P 2023 Guangzhou, China, December 3–5, 2023 Proceedings, Part I, Springer, 2024. (LINK)

     Publications intended for professional communities

939. R. Boite and H. Leich, Les Filtres Numeriques, Analyse et Synthèse des Filtres Unidimensionnels, Masson S. A., Paris, 1990, Reviewed by M. Gabbouj, Review appeared in Signal Processing, Vol. 21, 283-286, 1990.
940. W.J. Hardcastle and A. Marchal, Editors, Speech Production and Speech Modeling, NATO ASI Series, Series D: Behavioral and Social Sciences, Vol. 55, The Netherlands: Kluwer Academic Publishers, 1990, Reviewed by M. Gabbouj, review published in Signal Processing.
941. A.K. Katsaggelos (Ed), Digital Image Restoration, Springer Series in Information Sciences, Thomas S. Huang, Editor, Springer-Verlag, 1991, Reviewed by M. Gabbouj, review published in Signal Processing.
942. S.K. Mitra, Digital Signal Processing - A Computer-Based Approach, McGraw-Hill Companies, Inc., 1998, Reviewed by M. Gabbouj and J. Astola, review published in Signal Processing, Vol. 66, 119-121, 1998.
943. G. Publications intended for the general public, linked to the applicant’s research
944. Harri Repo, “Nokia ja TTY hautovat innovaatioita yhteisessä keskuksessa,” (translation to English: “Nokia and TUT Incubate Innovation at a Joint Center,” Tekniikkatalous,) (in Finnish), http://www.tekniikkatalous.fi/tk/article41675.ece,  24 May 2007.    
945. “Nokia Foundation Granted the 2005 Recognition Award to Professor Moncef Gabbouj,” (Nokia Oyj:n Säätiö myönsi tunnustuspalkinnon professori Moncef Gabboujlle) Nokia Press Release, 29 November 2005.
946. Aila-Liisa Laurila, “Palkinto: Professori Moncef Gabbouj sai kiitosta kansainvälisen opetusverkosta,” (translated to English: “Award: Professor Moncef Gabbouj Receives Recognition for his International Engineering Education Network,”) Aamulehti, 30 November 2005 (in Finnish).  
947. Olavi Koistinen, “Nokian säätiä palkitsi opetuksen kehittäjän Tampereelta,” (translated in English: “Nokia Foundation Awarded Engineering Education Development,” Helsingin Sanomat, 2nd December 2005 (in Finnish).  
948. Mikko Pulliainen, "Akatemiaprofessori aikoo palata piirustuspöydän ääreen," (translated in English: Academy Professor Intends to Return to the Drawing Board), Aamulehti 14 June 2010 (in Finnish).
949. Tarja Luukko, "Moncef Gabbouj - TTY:n akatemiaprofessori," (translated in English: Moncef Gabbouj - TUT Academy Professor), TTY Kaapeli, no. 7, 2010, 18 November 2010 (in Finnish).
950. Tarja Luukko, "Moncef Gabbouj - TTY:n akatemiaprofessori," (translated in English: Moncef Gabbouj - TUT Academy Professor), Sidosryhmälehti Rajapinta, no. 2011/1/5697 (in Finnish).
951. Tarja Luukko and Marjut Kemiläinen, “Dr Moncef Gabbouj explores breakthrough innovations,” Interface, 2/24/2011. http://www.tut.fi/interface/articles/2011/1/dr-moncef-gabbouj-explores-breakthrough-innovations, Tampere University of Technology.
952. "Practical Rate Control of Scalable Video Streamed to Your Smartphones," A short review for “Advanced rate adaptation for unicast streaming of scalable video," Edited by Cheng-Hsin Hsu, IEEE COMSOC MMTC R-Letter, Vol. 1, No. 2, December 2010.
953. Leena Koskenlaakso, “Ei päivää ilman big data,” Rajapinta, Tampereen teknillinen yliopisto, 3 June 2014.
954. “A Quicker Way to Pair Smartphones: Shake Them,” MIT Technology Review, 7 August 2015, http://www.technologyreview.com/view/539866/a-quicker-way-to-pair-smartphones-shake-them/

955. Sanna Kähkönen, “New method spots first signs of cardiac arrhythmias,” Interface Science Magazine, 2/2017, Tampere University of Technology. (http://www.tut.fi/interface/articles/2017/2/new-method-spots-first-signs-of-cardiac-arrhythmias)

     THESES

956. M. Gabbouj, Optimal Stack Filter Examples & Positive Boolean Functions, MSc Thesis, School of Electrical Engineering, Purdue University, West Lafayette, IN, December 1986.

957. M. Gabbouj, Estimation and Structural Based Approach for the Design of Optimal Stack Filters, Ph.D.  Thesis, School of Electrical Engineering, Purdue University, West Lafayette, IN., December 1989.

     Patents and invention disclosures

958. Y. Neuvo, M. Gabbouj, K. Kalliojärvi, J. Kontro, O. Vainio, “Method and apparatus for converting an analog signal to a digital floating-point number to an analog signal,” European Patent no. EP0626763B1, 1999-10-13; also “Verfahren und Vorrichtung zur Umsetzung eines analogen Signal in einer Gleitkommazahl und einer Gleitkommazahl in einem analogen Signal,” German Patent, DE69421114T2, 2000-01-20, and “Menetelmä ja laite analogiasignaalin muuntamiseksi digitaaliseksi liukuluvuksi ja digitaalisen liukuluvun muuntamiseksi analogiasignaaliksi,” Finnish Patent No. FI96810C, 1996-08-26. (Nokia)
959. Mehdi Rezaei, Imed Bouazizi and Moncef Gabbouj, “Time slicing and statistical multiplexing in a digital broadcast network,” US Patent No. US20080298337, 2008-12-04.
960. Imed Bouazizi, Lukasz Kondrad, Moncef Gabbouj, Heikki P. Talmola, Erro Correction Based on Replacing Padding Bits by Additional Parity Check Bits, Patent WO2011091850A1, 2011-08-04 (Applicant Nokia).
961. Jari Koivusaari, Moncef Gabbouj and Hexin Chen, “METHOD AND ARRANGEMENT FOR SYNCHRONIZING DIGITAL MULTIMEDIA SIGNALS,” Patent filed no. WO2010119171, 2010-10-15; also ”Menetelmä ja järjestely digitaalisten multimediasignaalien synkronoimiseksi,” Finnish Patent no. FI124520B, 2014-09-30.
962. Payman Aflaki, Miska Matias Hannuksela and Moncef Gabbouj, “Cross-asymmetric mixed-resolution stereoscopic video compression,” Nokia Invention Report, NC78287, Provisional Patent Application, filed 61/638389, 2012.
963. Martin Schrader, Joachimiak Michal Andrzej, Moncef Gabbouj, “Method and apparatus for mobile device position detection on the wireless charging pad,” Invention Report, Nokia 2013.
964. Serkan Kiranyaz, Turker Ince, and Moncef Gabbouj, “Personalized ECG Monitoring for Early Detection of Cardiac Abnormalities,” WO2018162957A1, 2018-09-13 and US Patent US2019069795A1, 2019-03-07 (Qatar University).
965. Serkan Kiranyaz, Turker Ince, Moncef Gabbouj and Ridha Hamila, “Method and apparatus for performing feature classification on electrocardiogram data, US Patent no. US2018032689A1, 2018-02-01 (Qatar University).
966. Serkan Kiranyaz, Turker Ince, Moncef Gabbouj and Alexandros Iosifidis, “Generalized Operational Perceptrons: New Generation Artificial Neural Networks,” Patent WO2018146514A1, 2018-08-16; also US Patent No. US2019244093A1, 2019-08-08; and CN110300979A, 2019-10-01. (Applicant: Qatar University).
967. Mikko Roininen and Moncef Gabbouj, “Methods for modeling music related editing rules in automatic crowdsourced media editing, NC79361.
968. Serkan Kiranyaz, Junaid Malik, Turker Ince, Alexandros Iosifidis and Moncef Gabbouj, “Self-organized operational neural networks with generative neurons,” US Patent Application No. 63/133,128; filed on 31 Dec. 2020.
969. Serkan Kiranyaz, Junaid Malik, Turker Ince and Moncef Gabbouj, “Super neurons with non-localized kernel operations,” US Patent Application No. 63/133,137, filed on 31 Dec. 2020.
970. Serkan Kiranyaz, Aysen Degerli, Mete Ahishali, Mehmet Yamac, Muhammad E. H. Chowdhury, Khalid Hameed, Tahir Hamid, Rashid Mazhar, and Moncef Gabbouj, “Infection Map Generation and Pneumonia Detection from Chest X-Ray Images,” US Patent Application, filed Oct. 2020
971. Serkan Kiranyaz, Turker Ince, Levent Eren, Murat Askar and Moncef Gabbouj, Method and Apparatus for Performing Motor-Fault Detection via Convolutional Neural Networks, Chinese Patent Application No.2016800868331, June 17, 2016.
972. Serkan Kiranyaz, Ozer Can Devecioglu, Turker Ince, Junaid Malik, Muhammad Chowdhury, Amith Khandakar, Moncef Gabbouj, Electrocardiography Restoration by Operational Cycle-Generative Adversarial Networks, U.S. Non-Provisional Patent Application No. 18/119,659 filed March 9, 2023 Claiming Priority to U.S. Provisional Application No. 63/318,153 filed March 9, 2022.
973. Li Yu, Wenshuai Chang, Junfeng Wei, Mocef Gabbouj “Mobile phone-based VR image/video capturing and synthesis,” Chinese Patent, number ZL 2021 1 1269335.X, 23.05.2023.