Computational Analysis of Everyday Soundscapes

Project Information

EVERYSOUND

Grant agreement ID: 637422

DOI

10.3030/637422

Project closed

EC signature date 1 April 2015

Start date 1 May 2015

End date 30 April 2020

Funded under

• EXCELLENT SCIENCE - European Research Council (ERC)

Total cost

€ 1 500 000,00

EU contribution

€ 1 500 000,00

Coordinated by

TAMPEREEN KORKEAKOULUSAATIO SR
Finland

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Conference proceedings (42)

DCASE 2017 challenge setup: tasks, datasets and baseline system

Author(s): Annamaria Mesaros, Toni Heittola, Aleksandr Diment, Benjamin Elizalde, Ankit Shah, Emmanuel Vincent, Bhiksha Raj, and Tuomas Virtanen
Published in: Proceedings of the Workshop on Detection and Classification of Sound Scenes and Events, 2017
Publisher: Tampere University of Technology

Convolutional recurrent neural networks for bird audio detection

Author(s): Emre Cakir, Sharath Adavanne, Giambattista Parascandolo, Konstantinos Drossos, Tuomas Virtanen
Published in: 2017 25th European Signal Processing Conference (EUSIPCO), 2017, Page(s) 1744-1748, ISBN 978-0-9928626-7-1
Publisher: IEEE
DOI: 10.23919/eusipco.2017.8081508

Assessment of human and machine performance in acoustic scene classification: Dcase 2016 case study

Author(s): Annamaria Mesaros, Toni Heittola, Tuomas Virtanen
Published in: 2017 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), 2017, Page(s) 319-323, ISBN 978-1-5386-1632-1
Publisher: IEEE
DOI: 10.1109/waspaa.2017.8170047

Active learning for sound event classification by clustering unlabeled data

Author(s): Zhao Shuyang, Toni Heittola, Tuomas Virtanen
Published in: 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2017, Page(s) 751-755, ISBN 978-1-5090-4117-6
Publisher: IEEE
DOI: 10.1109/icassp.2017.7952256

Stacked convolutional and recurrent neural networks for bird audio detection

Author(s): Sharath Adavanne, Konstantinos Drossos, Emre Cakir, Tuomas Virtanen
Published in: 2017 25th European Signal Processing Conference (EUSIPCO), 2017, Page(s) 1729-1733, ISBN 978-0-9928626-7-1
Publisher: IEEE
DOI: 10.23919/eusipco.2017.8081505

Convolutional Recurrent Neural Networks for Rare Sound Event Detection

Author(s): Emre Cakir and Tuomas Virtanen
Published in: Proceedings of the Workshop on Detection and Classification of Acoustic Scenes and Events 2017 (DCASE 2017), 2017
Publisher: Tampere University of Technology

Sound event detection using spatial features and convolutional recurrent neural network

Author(s): Sharath Adavanne, Pasi Pertila, Tuomas Virtanen
Published in: 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2017, Page(s) 771-775, ISBN 978-1-5090-4117-6
Publisher: IEEE
DOI: 10.1109/icassp.2017.7952260

Learning vocal mode classifiers from heterogeneous data sources

Author(s): Zhao Shuyang, Toni Heittola, Tuomas Virtanen
Published in: 2017 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), 2017, Page(s) 16-20, ISBN 978-1-5386-1632-1
Publisher: IEEE
DOI: 10.1109/waspaa.2017.8169986

Automated audio captioning with recurrent neural networks

Author(s): Konstantinos Drossos, Sharath Adavanne, Tuomas Virtanen
Published in: 2017 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), 2017, Page(s) 374-378, ISBN 978-1-5386-1632-1
Publisher: IEEE
DOI: 10.1109/waspaa.2017.8170058

Sound event detection using weakly labeled dataset with stacked convolutional and recurrent neural network

Author(s): Sharath Adavanne and Tuomas Virtanen
Published in: Proceedings of the Detection and Classification of Acoustic Scenes and Events 2017 Workshop (DCASE2017), 2017
Publisher: Tampere University of Technology

Sound Event Detection in Multichannel Audio Using Spatial and Harmonic Features

Author(s): Sharath Adavanne, Giambattista Parascandolo, Pasi Pertila, Toni Heittola, Tuomas Virtanen
Published in: Proceedings of the Detection and Classification of Acoustic Scenes and Events 2016 Workshop (DCASE2016), 2016, ISBN 978-952-15-3807-0
Publisher: Tampere University of Technology. Department of Signal Processing

TUT database for acoustic scene classification and sound event detection

Author(s): Annamaria Mesaros, Toni Heittola, Tuomas Virtanen
Published in: 2016 24th European Signal Processing Conference (EUSIPCO), 2016, Page(s) 1128-1132, ISBN 978-0-9928-6265-7
Publisher: IEEE
DOI: 10.1109/EUSIPCO.2016.7760424

DCASE 2016 Acoustic Scene Classification Using Convolutional Neural Networks

Author(s): Michele Valenti, Aleksandr Diment, Giambattista Parascandolo, Stefano Squartini, Tuomas Virtanen
Published in: Proceedings of the Detection and Classification of Acoustic Scenes and Events 2016 Workshop (DCASE2016), 2016, ISBN 978-952-15-3807-0
Publisher: Tampere University of Technology. Department of Signal Processing

Filterbank learning for deep neural network based polyphonic sound event detection

Author(s): Emre Cakir, Ezgi Can Ozan, Tuomas Virtanen
Published in: 2016 International Joint Conference on Neural Networks (IJCNN), 2016, Page(s) 3399-3406, ISBN 978-1-5090-0620-5
Publisher: IEEE
DOI: 10.1109/IJCNN.2016.7727634

A multi-device dataset for urban acoustic scene classification

Author(s): Mesaros, Annamaria; Heittola, Toni; Virtanen, Tuomas
Published in: Proceedings of the Detection and Classification of Acoustic Scenes and Events 2018 Workshop, Issue 1, 2018
Publisher: Tampere University of Technology

Direction of Arrival Estimation for Multiple Sound Sources Using Convolutional Recurrent Neural Network

Author(s): Sharath Adavanne, Archontis Politis, Tuomas Virtanen
Published in: 2018 26th European Signal Processing Conference (EUSIPCO), 2018, Page(s) 1462-1466, ISBN 978-9-0827-9701-5
Publisher: IEEE
DOI: 10.23919/eusipco.2018.8553182

Unsupervised Adversarial Domain Adaptation Based on The Wasserstein Distance For Acoustic Scene Classification

Author(s): Konstantinos Drossos, Paul Magron, Tuomas Virtanen
Published in: 2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), 2019, Page(s) 259-263, ISBN 978-1-7281-1123-0
Publisher: IEEE
DOI: 10.1109/waspaa.2019.8937231

Multichannel Sound Event Detection Using 3D Convolutional Neural Networks for Learning Inter-channel Features

Author(s): Sharath Adavanne, Archontis Politis, Tuomas Virtanen
Published in: 2018 International Joint Conference on Neural Networks (IJCNN), 2018, Page(s) 1-7, ISBN 978-1-5090-6014-6
Publisher: IEEE
DOI: 10.1109/IJCNN.2018.8489542

End-to-End Polyphonic Sound Event Detection Using Convolutional Recurrent Neural Networks with Learned Time-Frequency Representation Input

Author(s): Emre Cakir, Tuomas Virtanen
Published in: 2018 International Joint Conference on Neural Networks (IJCNN), 2018, Page(s) 1-7, ISBN 978-1-5090-6014-6
Publisher: IEEE
DOI: 10.1109/ijcnn.2018.8489470

A multi-room reverberant dataset for sound event localization and detection

Author(s): Adavanne, Sharath; Politis, Archontis; Virtanen, Tuomas
Published in: Proceedings of Workshop on Detection and Classification of Acoustic Scenes and Events 2019, Issue 1, 2019
Publisher: New York University

Language Modelling for Sound Event Detection with Teacher Forcing and Scheduled Sampling

Author(s): Konstantinos Drossos, Shayan Gharib, Paul Magron, Tuomas Virtanen
Published in: Proceedings of Workshop on Detection and Classification of Acoustic Scenes and Events 2019, 2019
Publisher: New York University

Stacked Convolutional and Recurrent Neural Networks for Music Emotion Recognition

Author(s): Miroslav Malik, Sharath Adavanne, Konstantinos Drossos, Tuomas Virtanen, Dasa Ticha, Roman Jarina
Published in: Proceedings of the 14th Sound and Music Computing Conference, 2017, 2017
Publisher: Aalto University

Unsupervised adversarial domain adaptation for acoustic scene classification

Author(s): Gharib, Shayan; Drossos, Konstantinos; Çakir, Emre; Serdyuk, Dmitriy; Virtanen, Tuomas
Published in: Proceedings of Workshop on Detection and Classification of Acoustic Scenes and Events 2018, Issue 1, 2018
Publisher: Tampere University of Technology

Close Miking Empirical Practice Verification: A Source Separation Approach

Author(s): Konstantinos Drossos, Stylianos Ioannis Mimilakis, Andreas Floros, Tuomas Virtanen, Gerald Schuller
Published in: In proceedings Audio Engineering Society 142th Convention, 2017
Publisher: Audio Engineering Society

A recurrent encoder-decoder approach with skip-filtering connections for monaural singing voice separation

Author(s): Stylianos Ioannis Mimilakis, Konstantinos Drossos, Tuomas Virtanen, Gerald Schuller
Published in: 2017 IEEE 27th International Workshop on Machine Learning for Signal Processing (MLSP), 2017, Page(s) 1-6, ISBN 978-1-5090-6341-3
Publisher: IEEE
DOI: 10.1109/MLSP.2017.8168117

Harmonic-Percussive Source Separation with Deep Neural Networks and Phase Recovery

Author(s): Konstantinos Drossos, Paul Magron, Stylianos Ioannis Mimilakis, Tuomas Virtanen
Published in: 2018 16th International Workshop on Acoustic Signal Enhancement (IWAENC), 2018, Page(s) 421-425, ISBN 978-1-5386-8151-0
Publisher: IEEE
DOI: 10.1109/iwaenc.2018.8521371

Reducing Interference with Phase Recovery in DNN-based Monaural Singing Voice Separation

Author(s): Paul Magron, Konstantinos Drossos, Stylianos Ioannis Mimilakis, Tuomas Virtanen
Published in: Interspeech 2018, 2018, Page(s) 332-336
Publisher: ISCA
DOI: 10.21437/interspeech.2018-1845

City Classification from Multiple Real-World Sound Scenes

Author(s): Helen L. Bear, Toni Heittola, Annamaria Mesaros, Emmanouil Benetos, Tuomas Virtanen
Published in: 2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), 2019, Page(s) 11-15, ISBN 978-1-7281-1123-0
Publisher: IEEE
DOI: 10.1109/waspaa.2019.8937271

ACOUSTIC SCENE CLASSIFICATION: A COMPETITION REVIEW

Author(s): Shayan Gharib, Honain Derrar, Daisuke Niizumi, Tuukka Senttula, Janne Tommola, Toni Heittola, Tuomas Virtanen, Heikki Huttunen
Published in: 2018 IEEE 28th International Workshop on Machine Learning for Signal Processing (MLSP), 2018, Page(s) 1-6, ISBN 978-1-5386-5477-4
Publisher: IEEE
DOI: 10.1109/mlsp.2018.8517000

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

Author(s): Annamaria Mesaros, Toni Heittola, Tuomas Virtanen
Published in: Proceedings of Workshop on Detection and Classification of Acoustic Scenes and Events 2019, 2019
Publisher: New York University

Crowdsourcing a Dataset of Audio Captions

Author(s): Samuel Lipping, Konstantinos Drossos, Tuomas Virtanen
Published in: Proceedings of the Detection and Classification of Acoustic Scenes and Events 2019 Workshop, 2019
Publisher: New York University

Localization, Detection and Tracking of Multiple Moving Sound Sources with a Convolutional Recurrent Neural Network

Author(s): Sharath Adavanne, Archontis Politis, Tuomas Virtanen
Published in: Proceedings of Workshop on Detection and Classification of Acoustic Scenes and Events, 2019., 2019
Publisher: New York University

Zero-Shot Audio Classification Based On Class Label Embeddings

Author(s): Huang Xie, Tuomas Virtanen
Published in: 2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), 2019, Page(s) 264-267, ISBN 978-1-7281-1123-0
Publisher: IEEE
DOI: 10.1109/waspaa.2019.8937283

Sound Event Envelope Estimation in Polyphonic Mixtures

Author(s): Irene Martin-Morato, Annamaria Mesaros, Toni Heittola, Tuomas Virtanen, Maximo Cobos, Francesc J. Ferri
Published in: ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2019, Page(s) 935-939, ISBN 978-1-4799-8131-1
Publisher: IEEE
DOI: 10.1109/icassp.2019.8682858

Joint Measurement of Localization and Detection of Sound Events

Author(s): Annamaria Mesaros, Sharath Adavanne, Archontis Politis, Toni Heittola, Tuomas Virtanen
Published in: 2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), 2019, Page(s) 333-337, ISBN 978-1-7281-1123-0
Publisher: IEEE
DOI: 10.1109/waspaa.2019.8937220

Acoustic Scene Classification: An Overview of Dcase 2017 Challenge Entries

Author(s): Annamaria Mesaros, Toni Heittola, Tuomas Virtanen
Published in: 2018 16th International Workshop on Acoustic Signal Enhancement (IWAENC), 2018, Page(s) 411-415, ISBN 978-1-5386-8151-0
Publisher: IEEE
DOI: 10.1109/iwaenc.2018.8521242

Using Sequential Information in Polyphonic Sound Event Detection

Author(s): Guangpu Huang, Toni Heittola, Tuomas Virtanen
Published in: 2018 16th International Workshop on Acoustic Signal Enhancement (IWAENC), 2018, Page(s) 291-295, ISBN 978-1-5386-8151-0
Publisher: IEEE
DOI: 10.1109/iwaenc.2018.8521367

An Active Learning Method Using Clustering and Committee-Based Sample Selection for Sound Event Classification

Author(s): Zhao Shuyang, Toni Heittola, Tuomas Virtanen
Published in: 2018 16th International Workshop on Acoustic Signal Enhancement (IWAENC), 2018, Page(s) 116-120, ISBN 978-1-5386-8151-0
Publisher: IEEE
DOI: 10.1109/iwaenc.2018.8521336

Sound Event Detection with Depthwise Separable and Dilated Convolutions

Author(s): Konstantinos Drossos, Stylianos I. Mimilakis, Shayan Gharib, Yanxiong Li, Tuomas Virtanen
Published in: In proceedings of International Joint Conference on Neural Networks, 2020., 2020
Publisher: IEEE

Clotho: an Audio Captioning Dataset

Author(s): Konstantinos Drossos, Samuel Lipping, Tuomas Virtanen
Published in: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, Page(s) 736-740, ISBN 978-1-5090-6631-5
Publisher: IEEE
DOI: 10.1109/icassp40776.2020.9052990

Sound Event Detection Via Dilated Convolutional Recurrent Neural Networks

Author(s): Yanxiong Li, Mingle Liu, Konstantinos Drossos, Tuomas Virtanen
Published in: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, Page(s) 286-290, ISBN 978-1-5090-6631-5
Publisher: IEEE
DOI: 10.1109/icassp40776.2020.9054433

Frequency-Dependent Directional Feedback Delay Network

Author(s): Benoit Alary, Archontis Politis
Published in: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, Page(s) 176-180, ISBN 978-1-5090-6631-5
Publisher: IEEE
DOI: 10.1109/icassp40776.2020.9054717

Monographic books (1)

Computational Analysis of Sound Scenes and Events

Author(s): Tuomas Virtanen, Mark D. Plumbley, Dan Ellis
Published in: 2018, ISBN 978-3-319-63450-0
Publisher: Springer International Publishing
DOI: 10.1007/978-3-319-63450-0

Other (2)

Proceedings of the detection and classification of acoustic scenes and events 2016 workshop (DCASE2016)

Author(s): Tuomas Virtanen, Annamaria Mesaros, Toni Heittola, Mark D. Plumbley, Peter Foster, Emmanouil Benetos, and Mathieu Lagrange. (Eds.)
Published in: 2016
Publisher: Tampere University of Technology

Proceedings of the detection and classification of acoustic scenes and events 2017 workshop (DCASE2017)

Author(s): Tuomas Virtanen, Annamaria Mesaros, Toni Heittola, Aleksandr Diment, Emmanuel Vincent, Emmanouil Benetos, and Benjamin Martinez Elizalde. (Eds.)
Published in: 2017
Publisher: Tampere University of Technology

Book chapters (2)

The Machine Learning Approach for Analysis of Sound Scenes and Events

Author(s): Toni Heittola, Emre Çakır, Tuomas Virtanen
Published in: Computational Analysis of Sound Scenes and Events, 2018, Page(s) 13-40
Publisher: Springer International Publishing
DOI: 10.1007/978-3-319-63450-0_2

Datasets and Evaluation

Author(s): Annamaria Mesaros, Toni Heittola, Dan Ellis
Published in: Computational Analysis of Sound Scenes and Events, 2018, Page(s) 147-179
Publisher: Springer International Publishing
DOI: 10.1007/978-3-319-63450-0_6

Peer reviewed articles (8)

Environmental noise monitoring using source classification in sensors

Author(s): Panu Maijala, Zhao Shuyang, Toni Heittola, Tuomas Virtanen
Published in: Applied Acoustics, Issue 129, 2018, Page(s) 258-267, ISSN 0003-682X
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.apacoust.2017.08.006

Detection and Classification of Acoustic Scenes and Events: Outcome of the DCASE 2016 Challenge

Author(s): Annamaria Mesaros, Toni Heittola, Emmanouil Benetos, Peter Foster, Mathieu Lagrange, Tuomas Virtanen, Mark D. Plumbley
Published in: IEEE/ACM Transactions on Audio, Speech, and Language Processing, Issue 26/2, 2018, Page(s) 379-393, ISSN 2329-9290
Publisher: IEEE Advancing Technology for Humanity
DOI: 10.1109/taslp.2017.2778423

Convolutional Recurrent Neural Networks for Polyphonic Sound Event Detection

Author(s): Emre Cakir, Giambattista Parascandolo, Toni Heittola, Heikki Huttunen, Tuomas Virtanen
Published in: IEEE/ACM Transactions on Audio, Speech, and Language Processing, Issue 25/6, 2017, Page(s) 1291-1303, ISSN 2329-9290
Publisher: IEEE Advancing Technology for Humanity
DOI: 10.1109/taslp.2017.2690575

Metrics for Polyphonic Sound Event Detection

Author(s): Annamaria Mesaros, Toni Heittola, Tuomas Virtanen
Published in: Applied Sciences, Issue 6, 2016, ISSN 2076-3417
Publisher: Multidisciplinary Digital Publishing Institute
DOI: 10.3390/app6060162

On the Impact of The Semantic Content of Sound Events in Emotion Elicitation

Author(s): Konstantinos Drossos, Maximos Kaliakatsos-Papakostas, Andreas Floros, Tuomas Virtanen
Published in: Journal of the Audio Engineering Society, Issue 64/7/8, 2016, Page(s) 525-532, ISSN 1549-4950
Publisher: Audio Engineering Society
DOI: 10.17743/jaes.2016.0024

Sound Event Localization and Detection of Overlapping Sources Using Convolutional Recurrent Neural Networks

Author(s): Sharath Adavanne, Archontis Politis, Joonas Nikunen, Tuomas Virtanen
Published in: IEEE Journal of Selected Topics in Signal Processing, Issue 13/1, 2019, Page(s) 34-48, ISSN 1932-4553
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/JSTSP.2018.2885636

Sound Event Detection in the DCASE 2017 Challenge

Author(s): Annamaria Mesaros, Aleksandr Diment, Benjamin Elizalde, Toni Heittola, Emmanuel Vincent, Bhiksha Raj, Tuomas Virtanen
Published in: IEEE/ACM Transactions on Audio, Speech, and Language Processing, Issue 27/6, 2019, Page(s) 992-1006, ISSN 2329-9290
Publisher: IEEE Advancing Technology for Humanity
DOI: 10.1109/TASLP.2019.2907016

Deep Learning for Audio Signal Processing

Author(s): Hendrik Purwins, Bo Li, Tuomas Virtanen, Jan Schluter, Shuo-Yiin Chang, Tara Sainath
Published in: IEEE Journal of Selected Topics in Signal Processing, Issue 13/2, 2019, Page(s) 206-219, ISSN 1932-4553
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstsp.2019.2908700