Simon Leglaive

According to our database, Simon Leglaive authored at least 40 papers between 2015 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

AnCoGen: Analysis, Control and Generation of Speech with a Masked Autoencoder.

Samir Sadok, Simon Leglaive, Laurent Girin, Gaël Richard, Xavier Alameda-Pineda

CoRR, January, 2025

Objective and subjective evaluation of speech enhancement methods in the UDASE task of the 7th CHiME challenge.

Simon Leglaive, Matthieu Fraticelli, Hend Elghazaly, Léonie Borne, Mostafa Sadeghi, Scott Wisdom, Manuel Pariente, John R. Hershey, Daniel Pressnitzer, Jon P. Barker

Comput. Speech Lang., 2025

2024

A multimodal dynamical variational autoencoder for audiovisual speech representation learning.

Samir Sadok, Simon Leglaive, Laurent Girin, Xavier Alameda-Pineda, Renaud Séguier

Neural Networks, 2024

MEGA: Masked Generative Autoencoder for Human Mesh Recovery.

Guénolé Fiche, Simon Leglaive, Xavier Alameda-Pineda, Francesc Moreno-Noguer

CoRR, 2024

Towards Improving Speech Emotion Recognition Using Synthetic Data Augmentation from Emotion Conversion.

Karim M. Ibrahim, Antony Perzo, Simon Leglaive

Proceedings of the IEEE International Conference on Acoustics, 2024

VQ-HPS: Human Pose and Shape Estimation in a Vector-Quantized Latent Space.

Guénolé Fiche, Simon Leglaive, Xavier Alameda-Pineda, Antonio Agudo, Francesc Moreno-Noguer

Proceedings of the Computer Vision - ECCV 2024, 2024

2023

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 Commun., March, 2023

The CHiME-7 UDASE task: Unsupervised domain adaptation for conversational speech enhancement.

Simon Leglaive, Léonie Borne, Efthymios Tzinis, Mostafa Sadeghi, Matthieu Fraticelli, Scott Wisdom, Manuel Pariente, Daniel Pressnitzer, John R. Hershey

CoRR, 2023

A vector quantized masked autoencoder for audiovisual speech emotion recognition.

Samir Sadok, Simon Leglaive, Renaud Séguier

CoRR, 2023

LatentForensics: Towards lighter deepfake detection in the StyleGAN latent space.

Matthieu Delmas, Amine Kacete, Stéphane Paquelet, Simon Leglaive, Renaud Séguier

CoRR, 2023

SwimXYZ: A large-scale dataset of synthetic swimming motions and videos.

Guénolé Fiche, Vincent Sevestre, Camila Gonzalez-Barral, Simon Leglaive, Renaud Séguier

Proceedings of the 16th ACM SIGGRAPH Conference on Motion, Interaction and Games, 2023

Motion-DVAE: Unsupervised learning for fast human motion denoising.

Guénolé Fiche, Simon Leglaive, Xavier Alameda-Pineda, Renaud Séguier

Proceedings of the 16th ACM SIGGRAPH Conference on Motion, Interaction and Games, 2023

Unsupervised speech enhancement with deep dynamical generative speech and noise models.

Xiaoyu Lin, Simon Leglaive, Laurent Girin, Xavier Alameda-Pineda

Proceedings of the 24th Annual Conference of the International Speech Communication Association, 2023

A Vector Quantized Masked Autoencoder for Speech Emotion Recognition.

Samir Sadok, Simon Leglaive, Renaud Séguier

Proceedings of the IEEE International Conference on Acoustics, 2023

Speech Modeling with a Hierarchical Transformer Dynamical VAE.

Xiaoyu Lin, Xiaoyu Bie, Simon Leglaive, Laurent Girin, Xavier Alameda-Pineda

Proceedings of the IEEE International Conference on Acoustics, 2023

2022

Unsupervised Speech Enhancement Using Dynamical Variational Autoencoders.

Xiaoyu Bie, Simon Leglaive, Xavier Alameda-Pineda, Laurent Girin

IEEE ACM Trans. Audio Speech Lang. Process., 2022

Expectation-Maximization Based Defense Mechanism for Distributed Model Predictive Control.

Rafael Accácio Nogueira, Romain Bourdais, Simon Leglaive, Hervé Guéguen

CoRR, 2022

HiT-DVAE: Human Motion Generation via Hierarchical Transformer Dynamical VAE.

Xiaoyu Bie, Wen Guo, Simon Leglaive, Laurent Girin, Francesc Moreno-Noguer, Xavier Alameda-Pineda

CoRR, 2022

2021

Dynamical Variational Autoencoders: A Comprehensive Review.

Laurent Girin, Simon Leglaive, Xiaoyu Bie, Julien Diard, Thomas Hueber, Xavier Alameda-Pineda

Found. Trends Mach. Learn., 2021

Unsupervised Speech Enhancement using Dynamical Variational Auto-Encoders.

Xiaoyu Bie, Simon Leglaive, Xavier Alameda-Pineda, Laurent Girin

CoRR, 2021

A Benchmark of Dynamical Variational Autoencoders Applied to Speech Spectrogram Modeling.

Xiaoyu Bie, Laurent Girin, Simon Leglaive, Thomas Hueber, Xavier Alameda-Pineda

Proceedings of the 22nd Annual Conference of the International Speech Communication Association, Interspeech 2021, Brno, Czechia, August 30, 2021

On Speech Sparsity for Computational Efficiency and Noise Reduction in Hearing Aids.

Adrien Llave, Simon Leglaive

Proceedings of the Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, 2021

2020

Audio-Visual Speech Enhancement Using Conditional Variational Auto-Encoders.

Mostafa Sadeghi, Simon Leglaive, Xavier Alameda-Pineda, Laurent Girin, Radu Horaud

IEEE ACM Trans. Audio Speech Lang. Process., 2020

A Recurrent Variational Autoencoder for Speech Enhancement.

Simon Leglaive, Xavier Alameda-Pineda, Laurent Girin, Radu Horaud

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Localization Cues Preservation in Hearing Aids by Combining Noise Reduction and Dynamic Range Compression.

Adrien Llave, Simon Leglaive, Renaud Séguier

Proceedings of the Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, 2020

2019

Audio-Noise Power Spectral Density Estimation Using Long Short-Term Memory.

Xiaofei Li, Simon Leglaive, Laurent Girin, Radu Horaud

IEEE Signal Process. Lett., 2019

Audio-visual Speech Enhancement Using Conditional Variational Auto-Encoder.

Mostafa Sadeghi, Simon Leglaive, Xavier Alameda-Pineda, Laurent Girin, Radu Horaud

CoRR, 2019

Speech Enhancement with Variational Autoencoders and Alpha-stable Distributions.

Simon Leglaive, Umut Simsekli, Antoine Liutkus, Laurent Girin, Radu Horaud

Proceedings of the IEEE International Conference on Acoustics, 2019

Semi-supervised Multichannel Speech Enhancement with Variational Autoencoders and Non-negative Matrix Factorization.

Simon Leglaive, Laurent Girin, Radu Horaud

Proceedings of the IEEE International Conference on Acoustics, 2019

2018

Student's t Source and Mixing Models for Multichannel Audio Source Separation.

Simon Leglaive, Roland Badeau, Gaël Richard

IEEE ACM Trans. Audio Speech Lang. Process., 2018

A variance Modeling Framework based on variational Autoencoders for speech enhancement.

Simon Leglaive, Laurent Girin, Radu Horaud

Proceedings of the 28th IEEE International Workshop on Machine Learning for Signal Processing, 2018

Alpha-Stable Low-Rank Plus Residual Decomposition for Speech Enhancement.

Umut Simsekli, Halil Erdogan, Simon Leglaive, Antoine Liutkus, Roland Badeau, Gaël Richard

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

2017

Separating time-frequency sources from time-domain convolutive mixtures using non-negative matrix factorization.

Simon Leglaive, Roland Badeau, Gaël Richard

Proceedings of the 2017 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2017

Alpha-stable multichannel audio source separation.

Simon Leglaive, Umut Simsekli, Antoine Liutkus, Roland Badeau, Gaël Richard

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Multichannel audio source separation: Variational inference of time-frequency sources from time-domain observations.

Simon Leglaive, Roland Badeau, Gaël Richard

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Semi-blind student's t source separation for multichannel audio convolutive mixtures.

Simon Leglaive, Roland Badeau, Gaël Richard

Proceedings of the 25th European Signal Processing Conference, 2017

2016

Multichannel Audio Source Separation With Probabilistic Reverberation Priors.

Simon Leglaive, Roland Badeau, Gaël Richard

IEEE ACM Trans. Audio Speech Lang. Process., 2016

Autoregressive moving average modeling of late reverberation in the frequency domain.

Simon Leglaive, Roland Badeau, Gaël Richard

Proceedings of the 24th European Signal Processing Conference, 2016

2015

Multichannel audio source separation with probabilistic reverberation modeling.

Simon Leglaive, Roland Badeau, Gaël Richard

Proceedings of the 2015 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2015

Singing voice detection with deep recurrent neural networks.

Simon Leglaive, Romain Hennequin, Roland Badeau

Proceedings of the 2015 IEEE International Conference on Acoustics, 2015