Related papers

Citing

If you are using this dataset, please consider citing one of this articles:

Sound event detection in domestic environments with weakly labeled data and soundscape synthesis
Nicolas Turpault, Romain Serizel, Ankit Parag Shah, Justin Salamon. In Proc. DCASE Workshop, Oct 2019
https://hal.inria.fr/hal-02160855/file/Sound_event_detection_in_domestic_environments_with_weakly_labeled_data_and_soundscape_synthesis.pdf BibTex

Sound event detection in synthetic domestic environments
Romain Serizel, Nicolas Turpault, Ankit Shah, Justin Salamon. In Proc.ICASSP 2020, May 2020
https://hal.inria.fr/hal-02355573/file/Template.pdf BibTex

List of papers and code using DESED

Feel free to add your paper in the list below if you use the dataset and have a result on the public evaluation set:

Paper Code
Turpault et al., Submitted to DCASE workshop 2020. https://github.com/turpaultn/dcase20_task4/
Turpault et al., Submitted to DCASE workshop 2020. https://github.com/turpaultn/dcase20_task4/
Turpault et al., DCASE workshop 2019. https://github.com/turpaultn/DCASE2019_task4
Serizel et al., ICASSP 2020 https://github.com/turpaultn/DESED
Turpault et al., ICASSP 2020 https://github.com/turpaultn/walle

Papers related to the datasets used to design DESED

Audio set: an ontology and human-labeled dataset for audio events
Jort F. Gemmeke, Daniel P. W. Ellis, Dylan Freedman, Aren Jansen, Wade Lawrence, R. Channing Moore, Manoj Plakal, and Marvin Ritter. In Proc. ICASSP, 2017
https://research.google/pubs/pub45857.pdf

Freesound datasets: a platform for the creation of open audio datasets.Sound event detection in synthetic domestic environments
Eduardo Fonseca, Jordi Pons, Xavier Favory, Frederic Font, Dmitry Bogdanov, Andrés Ferraro, Sergio Oramas, Alastair Porter, and Xavier Serra. In Proc. ISMIR, 2017
https://repositori.upf.edu/bitstream/handle/10230/33299/fonseca_ismir17_freesound.pdf

Freesound technical demo.
Frederic Font, Gerard Roma, and Xavier Serra. In Proc. ACM international conference on Multimedia, 2013
http://mtg.upf.edu/system/files/publications/Font-Roma-Serra-ACMM-2013.pdf

The SINS database for detection of daily activities in a home environment using an acoustic sensor network.
Gert Dekkers, Steven Lauwereins, Bart Thoen, Mulu Weldegebreal Adhana, Henk Brouckxon, Toon van Waterschoot, Bart Vanrumste, Marian Verhelst, and Peter Karsmakers. In Proc. DCASE workshop, 2017
https://www.cs.tut.fi/sgn/arg/dcase2017/documents/workshop_papers/DCASE2017Workshop_Dekkers_141.pdf

 

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