Oma esittely
My research area is Machine Listening, with focus on Detection and Classification of Acoustic Scenes and Events. My work includes different environmental sound detection and classification tasks, data collection and annotation procedures, evaluation methodology and metrics. I have been actively involved into promoting DCASE Challenge and Workshop , both through coordination work and publication of open data and research.
I am the leader of the Machine Listening Group . On the group webpage you can find detailed information about the group members, research topics, and the list of publications with links to (green) open access for all of them.
Uusimmat julkaisut
A Closer Look at Class-Incremental Learning for Multi-Label Audio Classification
Mulimani, M. & Mesaros, A., 3 maalisk. 2025, julkaisussa: IEEE Transactions on Audio, Speech and Language Processing. 33, s. 1293-1306Tutkimustuotos: Artikkeli › Tieteellinen › vertaisarvioitu
A decade of DCASE: Achievements, practices, evaluations and future challenges
Mesaros, A., Serizel, R., Heittola, T., Virtanen, T. & Plumbley, M. D., 2025, ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Rao, B. D., Trancoso, I., Sharma, G. & Mehta, N. B. (toim.). IEEE, s. 1-5 (Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing).Tutkimustuotos: Konferenssiartikkeli › Tieteellinen › vertaisarvioitu
Class-Incremental Learning for Sound Event Localization and Detection
Pandey, R., Mulimani, M., Politis, A. & Mesaros, A., 2025, 2025 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW). IEEE, s. 1-5 (Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing).Tutkimustuotos: Konferenssiartikkeli › Tieteellinen › vertaisarvioitu
Computer Audition: From Task-Specific Machine Learning to Foundation Models
Triantafyllopoulos, A., Tsangko, I., Gebhard, A., Mesaros, A., Virtanen, T. & Schuller, B. W., elok. 2025, julkaisussa: Proceedings of the IEEE. 113, 4, s. 317 - 343Tutkimustuotos: Katsausartikkeli › vertaisarvioitu
Domain-Incremental Learning for Audio Classification
Mulimani, M. & Mesaros, A., 2025, ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, s. 1-5 (Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing).Tutkimustuotos: Konferenssiartikkeli › Tieteellinen › vertaisarvioitu
Acoustic Scene Classification Across Multiple Devices Through Incremental Learning of Device-Specific Domains
Mulimani, M. & Mesaros, A., 2024, Proceedings of the Detection and Classification of Acoustic Scenes and Events 2024 Workshop (DCASE2024). DCASE, s. 81-85 4 SivumääräTutkimustuotos: Konferenssiartikkeli › Tieteellinen › vertaisarvioitu
Audio Captioning in Finnish and English with Task-Dependent Output
Martin Morato, I., Harju, M. & Mesaros, A., 2024, Proceedings of the Detection and Classification of Acoustic Scenes and Events 2024 Workshop (DCASE2024). DCASE, s. 76-80Tutkimustuotos: Konferenssiartikkeli › Tieteellinen › vertaisarvioitu
Binaural Sound Source Distance Estimation and Localization for a Moving Listener
Krause, D. A., Garcia-Barrios, G., Politis, A. & Mesaros, A., 2024, julkaisussa: IEEE/ACM Transactions on Audio Speech and Language Processing. 32, s. 996 - 1011 16 SivumääräTutkimustuotos: Artikkeli › Tieteellinen › vertaisarvioitu
Class-Incremental Learning for Multi-Label Audio Classification
Mulimani, M. & Mesaros, A., 2024, 2024 IEEE International Conference on Acoustics, Speech, and Signal Processing: Proceedings. IEEE, s. 916-920 5 Sivumäärä (Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing).Tutkimustuotos: Konferenssiartikkeli › Tieteellinen › vertaisarvioitu
Contrasting a semiotic conceptualization of translation with AI text production: The case of audio captioning
Haapaniemi, R., Mesaros, A., Harju, M., Martin Morato, I. & Hirvonen, M., 2024, julkaisussa: Stridon. 4, 1, s. 25-51Tutkimustuotos: Artikkeli › Tieteellinen › vertaisarvioitu