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Audio-based Detection of Explicit Content in Music

Abstract: 

We present a novel automatic system for performing explicit content detection directly on the audio signal. Our modular approach uses an audio-to-character recognition model, a keyword spotting model associated with a dictionary of carefully chosen keywords, and a Random Forest classification model for the final decision. To the best of our knowledge, this is the first explicit content detection system based on audio only. We demonstrate the individual relevance of our modules on a set of sub-tasks and compare our approach to a lyrics-informed oracle and an end-to-end naive architecture. The results obtained are encouraging with a F1-score of $67\%$ on a industrial scale explicit content dataset.

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Paper Details

Authors:
Andrea Vaglio, Romain Hennequin, Manuel Moussallam, Gael Richard, Florence d’Alché-Buc
Submitted On:
27 May 2020 - 6:05am
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
VAGLIO
Paper Code:
3140
Document Year:
2020
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VAGLIO_ICASSP.pdf

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[1] Andrea Vaglio, Romain Hennequin, Manuel Moussallam, Gael Richard, Florence d’Alché-Buc, "Audio-based Detection of Explicit Content in Music", IEEE SigPort, 2020. [Online]. Available: http://sigport.org/5441. Accessed: Sep. 26, 2020.
@article{5441-20,
url = {http://sigport.org/5441},
author = {Andrea Vaglio; Romain Hennequin; Manuel Moussallam; Gael Richard; Florence d’Alché-Buc },
publisher = {IEEE SigPort},
title = {Audio-based Detection of Explicit Content in Music},
year = {2020} }
TY - EJOUR
T1 - Audio-based Detection of Explicit Content in Music
AU - Andrea Vaglio; Romain Hennequin; Manuel Moussallam; Gael Richard; Florence d’Alché-Buc
PY - 2020
PB - IEEE SigPort
UR - http://sigport.org/5441
ER -
Andrea Vaglio, Romain Hennequin, Manuel Moussallam, Gael Richard, Florence d’Alché-Buc. (2020). Audio-based Detection of Explicit Content in Music. IEEE SigPort. http://sigport.org/5441
Andrea Vaglio, Romain Hennequin, Manuel Moussallam, Gael Richard, Florence d’Alché-Buc, 2020. Audio-based Detection of Explicit Content in Music. Available at: http://sigport.org/5441.
Andrea Vaglio, Romain Hennequin, Manuel Moussallam, Gael Richard, Florence d’Alché-Buc. (2020). "Audio-based Detection of Explicit Content in Music." Web.
1. Andrea Vaglio, Romain Hennequin, Manuel Moussallam, Gael Richard, Florence d’Alché-Buc. Audio-based Detection of Explicit Content in Music [Internet]. IEEE SigPort; 2020. Available from : http://sigport.org/5441