TY - GEN
T1 - Audio-Based Detection of Explicit Content in Music
AU - Vaglio, Andrea
AU - Hennequin, Romain
AU - Moussallam, Manuel
AU - Richard, Gael
AU - D'Alche-Buc, Florence
N1 - Publisher Copyright:
© 2020 IEEE.
PY - 2020/5/1
Y1 - 2020/5/1
N2 - 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.
AB - 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.
KW - CTC training
KW - Explicit content detection
KW - keyword spotting
KW - lyrics transcription
KW - music information retrieval
U2 - 10.1109/ICASSP40776.2020.9054278
DO - 10.1109/ICASSP40776.2020.9054278
M3 - Conference contribution
AN - SCOPUS:85089108930
T3 - ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
SP - 526
EP - 530
BT - 2020 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2020 - Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2020 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2020
Y2 - 4 May 2020 through 8 May 2020
ER -