CNN-based audio segmentation toolkit. Does voice activity detection, speech detection, music detection, noise detection, speaker gender recognition.
Project description
Split audio signal into homogeneous zones of speech, music and noise. Then detects speaker gender.
inaSpeechSegmenter has been presented at the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2018 conference in Calgary, Canada. If you use this toolbox in your research, you can cite the following work in your publications :
@inproceedings{ddoukhanicassp2018,
author = {Doukhan, David and Carrive, Jean and Vallet, Félicien and Larcher, Anthony and Meignier, Sylvain},
title = {An Open-Source Speaker Gender Detection Framework for Monitoring Gender Equality},
year = {2018},
organization={IEEE},
booktitle={Acoustics Speech and Signal Processing (ICASSP), 2018 IEEE International Conference on}
}
inaSpeechSegmenter was ranked #1 against 6 open-source VAD system on a French TV and radio benchmark : LIUM_SpkDiarization, Pyannote, Rvad, Silero, Speechbrain
@inproceedings{doukhan-etal-2024-inagvad,
title = "{I}na{GVAD} : A Challenging {F}rench {TV} and Radio Corpus Annotated for Speech Activity Detection and Speaker Gender Segmentation",
author = "Doukhan, David and Maertens, Christine and Le Personnic, William and Speroni, Ludovic and Dehak, Reda",
booktitle = "Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)",
month = may,
year = "2024",
address = "Torino, Italia",
publisher = "ELRA and ICCL",
url = "https://aclanthology.org/2024.lrec-main.785/",
pages = "8963--8974",
}
inaSpeechSegmenter won MIREX 2018 speech detection challenge.
http://www.music-ir.org/mirex/wiki/2018:Music_and_or_Speech_Detection_Results
Details on the speech detection submodule can be found bellow:
@inproceedings{ddoukhanmirex2018,
author = {Doukhan, David and Lechapt, Eliott and Evrard, Marc and Carrive, Jean},
title = {INA’S MIREX 2018 MUSIC AND SPEECH DETECTION SYSTEM},
year = {2018},
booktitle={Music Information Retrieval Evaluation eXchange (MIREX 2018)}
}
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