Publications

2024

Acoustic Scene Classification Across Multiple Devices Through Incremental Learning of Device-Specific Domains

Manjunath Mulimani, and Annamaria Mesaros
9th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE 2024), Tokyo, Japan

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Audio Captioning in Finnish and English with Task-Dependent Output

Irene Martín-Morató, Manu Harju, and Annamaria Mesaros
9th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE 2024), Tokyo, Japan

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Guided Captioning of Audio

Irene Martín-Morató, James Afolaranmi, and Annamaria Mesaros
9th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE 2024), Tokyo, Japan

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Does Paid Crowdsourcing Still Pay Off? Sifting Through Annotator Noise in Crowdsourced Audio Labels

Manu Harju, Irene Martín-Morató, and Annamaria Mesaros
9th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE 2024), Tokyo, Japan

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DCASE 2024 Task 4: Sound Event Detection with Heterogeneous Data and Missing Labels

Samuele Cornell, Janek Ebbers, Constance Douwes, Irene Martín-Morató, Manu Harju, Annamaria Mesaros, and Romain Serizel
9th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE 2024), Tokyo, Japan

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Data-Efficient Low-Complexity Acoustic Scene Classification in the DCASE 2024 Challenge

Florian Schmid, Paul Primus, Toni Heittola, Annamaria Mesaros, Irene Martín-Morató, Khaled Koutini, and Gerhard Widmer
9th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE 2024), Tokyo, Japan

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Online Domain-Incremental Learning Approach to Classify Acoustic Scenes in All Locations

Manjunath Mulimani, Annamaria Mesaros
32nd European Signal Processing Conference EUSIPCO 2024, Lyon France

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Sound event detection with soft labels: a new perspective on evaluation

Manu Harju, Irene Martın-Morato, Toni Heittola, Annamaria Mesaros
32nd European Signal Processing Conference EUSIPCO 2024, Lyon France

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Sound Event Detection and Localization with Distance Estimation

Daniel Aleksander Krause, Archontis Politis, Annamaria Mesaros
32nd European Signal Processing Conference EUSIPCO 2024, Lyon France

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Positive and negative sampling strategies for self-supervised learning on audio-video data

S. Wang, S. Tripathy, T. Heittola, A. Mesaros
IEEE ICASSP 2024 workshop Self-supervision in Audio, Speech and Beyond, Seoul, South Korea

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Class-Incremental Learning for Multi-Label Audio Classification

M Mulimani, A Mesaros
ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Seoul, south Korea

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2023

Binaural Sound Source Distance Estimation and Localization for a Moving Listener

DA Krause, G García-Barrios, A Politis, A Mesaros
IEEE/ACM Transactions on Audio, Speech, and Language Processing, vol. 32, pp. 996-1011, 2024, doi: 10.1109/TASLP.2023.3346297

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Evaluating classification systems against soft labels with fuzzy precision and recall

Manu Harju, Annamaria Mesaros
8th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE 2023), Tampere, Finland

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Incremental Learning of Acoustic Scenes and Sound Events

Manjunath Mulimani, Annamaria Mesaros
8th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE 2023), Tampere, Finland

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Sound event classification with object-based labels

James Afolaranmi, Irene Martin, Annamaria Mesaros
8th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE 2023), Tampere, Finland

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Training sound event detection with soft labels from crowdsourced annotations

I. Martín-Morató, M. Harju, P. Ahokas, A. Mesaros
ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Rhodes, Greece

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Aggregate or separate: learning from multi-annotator noisy labels for best classification performance

Irene Martín-Morató, Paul Ahokas, Annamaria Mesaros
8th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE 2023), Tampere, Finland

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Self-supervised learning of audio representations using angular contrastive loss

S. Wang, S. Tripathy, A. Mesaros
ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Rhodes, Greece

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Strong labeling of sound events using crowdsourced weak labels and annotator competence estimation

Irene Martín-Morató, Annamaria Mesaros
IEEE/ACM Transactions on Audio, Speech, and Language Processing, VOL. 31, 2023, DOI 10.1109/TASLP.2022.3233468

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2022

A Summarization Approach to Evaluating Audio Captioning

Irene Martin Morato, Manu Harju, Annamaria Mesaros
7th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE 2022), Nancy, France

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Low-Complexity Acoustic Scene Classification in DCASE 2022 Challenge

Irene Martin-Morato, Francesco Paissan, Alberto Ancilotto, Toni Heittola, Annamaria Mesaros, Elisabetta Farella, Alessio Brutti, and Tuomas Virtanen
7th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE 2022), Nancy, France

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Binaural source localization using deep learning and head rotation information

Guillermo Garcıa-Barrios, Daniel Aleksander Krause, Archontis Politis, Annamaria Mesaros, Juana M. Gutierrez-Arriola, Ruben Fraile
30th European Signal Processing Conference (EUSIPCO 2022). Belgrade, Serbia

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Binaural Signal Representations for Joint Sound Event Detection and Acoustic Scene Classification

Daniel Aleksander Krause, Annamaria Mesaros
30th European Signal Processing Conference (EUSIPCO 2022). Belgrade, Serbia

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Self-supervised Learning of Audio Representations from Audio-Visual Data using Spatial Alignment

Shanshan Wang, Archontis Politis, Annamaria Mesaros, and Tuomas Virtanen
IEEE Journal of Selected Topics in Signal Processing, 2022, doi: 10.1109/JSTSP.2022.3180592.

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2021

Diversity and Bias in Audio Captioning Datasets

Irene Martin and Annamaria Mesaros
Proceedings of the 6th Detection and Classification of Acoustic Scenes and Events 2021 Workshop (DCASE2021)

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Audio-visual scene classification: analysis of DCASE 2021 Challenge submissions

Shanshan Wang, Toni Heittola, Annamaria Mesaros, Tuomas Virtanen
In Proceedings of the Detection and Classification of Acoustic Scenes and Events 2021 Workshop (DCASE2021). Barcelona, Spain (online), Nov 2021.

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Low-complexity acoustic scene classification for multi-device audio: analysis of DCASE 2021 Challenge systems

Irene Martín-Morató, Toni Heittola, Annamaria Mesaros, Tuomas Virtanen
In Proceedings of the Detection and Classification of Acoustic Scenes and Events 2021 Workshop (DCASE2021). Barcelona, Spain (online), Nov 2021.

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Sound event detection: a tutorial

Annamaria Mesaros, Toni Heittola, Tuomas Virtanen, Mark D. Plumbley
IEEE Signal Processing Magazine, vol. 38, no. 5, pp. 67-83, Sept. 2021,
doi:10.1109/MSP.2021.3090678.

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Crowdsourcing strong labels for sound event detection

Irene Martin Morato, Manu Harju, Annamaria Mesaros
In IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA 2021). New Paltz, NY, Oct 2021.

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Joint direction and proximity classification of overlapping sound events from binaural audio

Daniel Aleksander Krause, Archontis Politis, Annamaria Mesaros
In IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA 2021). New Paltz, NY, Oct 2021.

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What is the ground truth? Reliability of multi-annotator data for audio tagging

Irene Martin-Morato, Annamaria Mesaros
29th European Signal Processing Conference, EUSIPCO 2021
Dataset download link:10.5281/zenodo.4774959

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A curated dataset of urban acoustic scenes for audio-visual scene analysis

Shanshan Wang, Annamaria Mesaros, Toni Heittola, and Tuomas Virtanen
In 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
Dataset download link:10.5281/zenodo.4477542

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Overview and evaluation of sound event localization and detection in DCASE 2019

Archontis Politis, Annamaria Mesaros, Sharath Adavanne, Toni Heittola, and Tuomas Virtanen
IEEE/ACM Transactions on Audio, Speech, and Language Processing, 29():684–698, 2021. doi:10.1109/TASLP.2020.3047233.

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2020

Acoustic scene classification in DCASE 2020 challenge: generalization across devices and low complexity solutions

Toni Heittola, Annamaria Mesaros, and Tuomas Virtanen
In Proceedings of the Detection and Classification of Acoustic Scenes and Events 2020 Workshop (DCASE2020),

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2019

Acoustic scene classification in DCASE 2019 challenge: closed and open set classification and data mismatch setups

Annamaria Mesaros, Toni Heittola, and Tuomas Virtanen
In Proceedings of the Detection and Classification of Acoustic Scenes and Events 2019 Workshop (DCASE2019)

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City classification from multiple real-world sound scenes

Helen L. Bear, Toni Heittola, Annamaria Mesaros, Emmanouil Benetos, and Tuomas Virtanen
In IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA)

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Joint measurement of localization and detection of sound events

Annamaria Mesaros, Sharath Adavanne, Archontis Politis, Toni Heittola, and Tuomas Virtanen
In IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA)

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Audio-based epileptic seizure dectection

Istiaq M.N Ahsan, Csaba Kertesz, Annamaria Mesaros, Toni Heittola, Andrew Knight, and Tuomas Virtanen
In 27th European Signal Processing Conference 2019 (EUSIPCO 2019)

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Sound event detection in the DCASE 2017 Challenge

Annamaria Mesaros, Aleksandr Diment, Benjamin Elizalde, Toni Heittola, Emmanuel Vincent, Bhiksha Raj, and Tuomas Virtanen
IEEE/ACM Transactions on Audio, Speech, and Language Processing, 27(6):992–1006, June 2019. doi:10.1109/TASLP.2019.2907016

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Sound event envelope estimation in polyphonic mixtures

Irene Martin-Morato, Annamaria Mesaros, Toni Heittola, Tuomas Virtanen, Maximo Cobos, and Francesc J. Ferri
In 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

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