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Learning and controlling the source-filter representation of speech with a variational autoencoder

Samir Sadok , Simon Leglaive , Laurent Girin , Xavier Alameda-Pineda , Renaud Seguier
CFA 2022 - 16ème Congrès Français d'Acoustique, Société Française d'Acoustique (SFA), Apr 2022, Marseille, France
Conference papers hal-03603791v1
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Semi-Blind Student's t Source Separation for Multichannel Audio Convolutive Mixtures

Simon Leglaive , Roland Badeau , Gael Richard
25th European Signal Processing Conference (EUSIPCO), Aug 2017, Kos, Greece. pp.2323-2327
Conference papers hal-01531243v1
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A priori probabiliste anéchoïque pour la séparation sous-déterminée de sources sonores en milieu réverbérant

Simon Leglaive , Roland Badeau , Gael Richard
Colloque GRETSI, Sep 2015, Lyon, France
Conference papers hal-01206808v1
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Notes on the use of variational autoencoders for speech and audio spectrogram modeling

Laurent Girin , Fanny Roche , Thomas Hueber , Simon Leglaive
DAFx 2019 - 22nd International Conference on Digital Audio Effects, Sep 2019, Birmingham, United Kingdom. pp.1-8
Conference papers hal-02349385v1
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Dynamical Variational Autoencoders: A Comprehensive Review

Laurent Girin , Simon Leglaive , Xiaoyu Bie , Julien Diard , Thomas Hueber , et al.
Foundations and Trends in Machine Learning, 2021, 15 (1-2), pp.1-175. ⟨10.1561/2200000089⟩
Journal articles hal-02926215v2
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A Recurrent Variational Autoencoder for Speech Enhancement

Simon Leglaive , Xavier Alameda-Pineda , Laurent Girin , Radu Horaud
ICASSP 2020 - IEEE International Conference on Acoustics, Speech and Signal Processing, IEEE, May 2020, Barcelone (virtual), Spain. pp.371-375, ⟨10.1109/ICASSP40776.2020.9053164⟩
Conference papers hal-02329000v2
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A vector quantized masked autoencoder for speech emotion recognition

Samir Sadok , Simon Leglaive , Renaud Séguier
IEEE ICASSP 2023 Workshop on Self-Supervision in Audio, Speech and Beyond (SASB), Jun 2023, Rhodes, Greece
Conference papers hal-04080024v1
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Audio-Visual Speech Enhancement Using Conditional Variational Auto-Encoders

Mostafa Sadeghi , Simon Leglaive , Xavier Alameda-Pineda , Laurent Girin , Radu Horaud
IEEE/ACM Transactions on Audio, Speech and Language Processing, 2020, 28, pp.1788-1800. ⟨10.1109/TASLP.2020.3000593⟩
Journal articles hal-02364900v3
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Alpha-Stable Multichannel Audio Source Separation

Simon Leglaive , Umut Şimşekli , Antoine Liutkus , Roland Badeau , Gael Richard
42nd International Conference on Acoustics, Speech and Signal Processing (ICASSP), IEEE, Mar 2017, New Orleans, United States
Conference papers hal-01416366v1
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A variance modeling framework based on variational autoencoders for speech enhancement

Simon Leglaive , Laurent Girin , Radu Horaud
MLSP 2018 - IEEE 28th International Workshop on Machine Learning for Signal Processing, Sep 2018, Aalborg, Denmark. pp.1-6, ⟨10.1109/MLSP.2018.8516711⟩
Conference papers hal-01832826v1
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Alpha-stable low-rank plus residual decomposition for speech enhancement

Umut Şimşekli , Halil Erdogan , Simon Leglaive , Antoine Liutkus , Roland Badeau , et al.
ICASSP: International Conference on Acoustics, Speech, and Signal Processing, Apr 2018, Calgary, Canada. pp.651-655, ⟨10.1109/ICASSP.2018.8461539⟩
Conference papers hal-01714909v1
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Audio-noise Power Spectral Density Estimation Using Long Short-term Memory

Xiaofei Li , Simon Leglaive , Laurent Girin , Radu Horaud
IEEE Signal Processing Letters, 2019, 26 (6), pp.918-922. ⟨10.1109/LSP.2019.2911879⟩
Journal articles hal-02100059v1
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Localization cues preservation in hearing aids by combining noise reduction and dynamic range compression

Adrien Llave , Simon Leglaive , Renaud Seguier
Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC), Dec 2020, Auckland, New Zealand
Conference papers hal-02962287v1
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Separating Time-Frequency Sources from Time-Domain Convolutive Mixtures Using Non-negative Matrix Factorization

Simon Leglaive , Roland Badeau , Gael Richard
IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), Oct 2017, New Paltz, New York, United States
Conference papers hal-01548469v1
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Expectation-Maximization Based Defense Mechanism for Distributed Model Predictive Control

Rafael Accácio Nogueira , Romain Bourdais , Simon Leglaive , Hervé Guéguen
9th IFAC Conference on Networked Systems (NecSys22), Jul 2022, Zürich, Switzerland
Conference papers hal-03723298v1
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Séparation de sources audio en milieu réverbérant : Factorisation en matrices non-négatives et représentation temporelle du mélange convolutif

Simon Leglaive , Roland Badeau , Gael Richard
Colloque GRETSI, Sep 2017, Juan-Les-Pins, France
Conference papers hal-01540481v1
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Speech enhancement with variational autoencoders and alpha-stable distributions

Simon Leglaive , Umut Şimşekli , Antoine Liutkus , Laurent Girin , Radu Horaud
ICASSP 2019 - IEEE International Conference on Acoustics, Speech and Signal Processing, May 2019, Brighton, United Kingdom. pp.541-545, ⟨10.1109/ICASSP.2019.8682546⟩
Conference papers hal-02005106v1
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Student's t Source and Mixing Models for Multichannel Audio Source Separation

Simon Leglaive , Roland Badeau , Gael Richard
IEEE/ACM Transactions on Audio, Speech and Language Processing, 2018, 26 (6), pp.1150-1164
Journal articles hal-01584755v2
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Multichannel Audio Source Separation with Probabilistic Reverberation Priors

Simon Leglaive , Roland Badeau , Gael Richard
IEEE/ACM Transactions on Audio, Speech and Language Processing, 2016, 24 (12), pp.2453-2465
Journal articles hal-01370051v1
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Modèles de mélange pour la séparation multicanale de sources sonores en milieu réverbérant

Simon Leglaive
Traitement du signal et de l'image [eess.SP]. Télécom ParisTech, 2017. Français. ⟨NNT : ⟩
Theses tel-01721933v2
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Les auto-encodeurs variationnels dynamiques et leur application à la modélisation de spectrogrammes de parole

Laurent Girin , Xiaoyu Bie , Simon Leglaive , Thomas Hueber , Xavier Alameda-Pineda
JEP 2022 - 34e Journées d’Études sur la Parole, Université de Nantes, Jun 2022, Noirmoutier, France. pp.655-663, ⟨10.21437/JEP.2022-69⟩
Conference papers hal-03978396v1
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MULTICHANNEL AUDIO SOURCE SEPARATION WITH PROBABILISTIC REVERBERATION MODELING

Simon Leglaive , Roland Badeau , Gael Richard
Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), Oct 2015, New Paltz, NY, United States. pp.5
Conference papers hal-01219635v1
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Learning and controlling the source-filter representation of speech with a variational autoencoder

Samir Sadok , Simon Leglaive , Laurent Girin , Xavier Alameda-Pineda , Renaud Séguier
Speech Communication, 2023, 148, pp.53-65. ⟨10.1016/j.specom.2023.02.005⟩
Journal articles hal-03650569v3
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Multichannel audio source separation: variational inference of time-frequency sources from time-domain observations

Simon Leglaive , Roland Badeau , Gael Richard
42nd International Conference on Acoustics, Speech and Signal Processing (ICASSP), IEEE, Mar 2017, La Nouvelle Orléans, LA, United States
Conference papers hal-01416347v1
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Autoregressive Moving Average Modeling of Late Reverberation in the Frequency Domain

Simon Leglaive , Roland Badeau , Gael Richard
European Signal Processing Conference (EUSIPCO), Aug 2016, Budapest, Hungary. pp.1478-1482
Conference papers hal-01322937v2
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Singing voice detection with deep recurrent neural networks

Simon Leglaive , Romain Hennequin , Roland Badeau
40th International Conference on Acoustics, Speech and Signal Processing (ICASSP), Apr 2015, Brisbane, Australia. pp.121-125
Conference papers hal-01110035v1
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Semi-supervised multichannel speech enhancement with variational autoencoders and non-negative matrix factorization

Simon Leglaive , Laurent Girin , Radu Horaud
ICASSP 2019 - IEEE International Conference on Acoustics, Speech and Signal Processing, May 2019, Brighton, United Kingdom. pp.101-105, ⟨10.1109/ICASSP.2019.8683704⟩
Conference papers hal-02005102v2
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The CHiME-7 UDASE task: Unsupervised domain adaptation for conversational speech enhancement

Simon Leglaive , Léonie Borne , Efthymios Tzinis , Mostafa Sadeghi , Matthieu Fraticelli , et al.
7th International Workshop on Speech Processing in Everyday Environments (CHiME), Aug 2023, Dublin, Ireland
Conference papers hal-04156930v1
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On Speech Sparsity for Computational Efficiency and Noise Reduction in Hearing Aids

Adrien Llave , Simon Leglaive
13th Asia Pacific Signal and Information Processing Association Annual Summit and Conference, Dec 2021, Tokyo, Japan
Conference papers hal-03330307v2