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Unsupervised Speech Enhancement using Dynamical Variational Auto-Encoders

23 June 2021

Xiaoyu Bie

Simon Leglaive

Xavier Alameda-Pineda

Laurent Girin

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Papers citing "Unsupervised Speech Enhancement using Dynamical Variational Auto-Encoders"

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Title
Capacity-Net-Based RIS Precoding Design without Channel Estimation for mmWave MIMO SystemIEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), 2024 Chun-Yuan Huang Po-Heng Chou Wan-Jen Huang Ying-Ren Chien Yu Tsao 92 3 0 30 Sep 2025
LauraTSE: Target Speaker Extraction using Auto-Regressive Decoder-Only Language Models Beilong Tang Bang Zeng Ming Li AI4TS 256 5 0 10 Apr 2025
AudioMiXR: Spatial Audio Object Manipulation with 6DoF for Sound Design in Augmented RealityProceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), 2025 Brandon Woodard Margarita Geleta Joseph J. LaViola Jr. Andrea Fanelli Rhonda Wilson 822 24 0 05 Feb 2025
Diffusion-based Unsupervised Audio-visual Speech EnhancementIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024 Jean-Eudes Ayilo Mostafa Sadeghi Romain Serizel Xavier Alameda-Pineda DiffM 289 6 0 04 Oct 2024
Restorative Speech Enhancement: A Progressive Approach Using SE and Codec Modules Hsin-Tien Chiang Hao Zhang Yong Xu Meng Yu Dong Yu 217 1 0 02 Oct 2024
The PESQetarian: On the Relevance of Goodhart's Law for Speech Enhancement Danilo de Oliveira Simon Welker Julius Richter Timo Gerkmann 146 19 0 05 Jun 2024
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 J. Hershey Daniel Pressnitzer Jon P. Barker 268 16 0 02 Feb 2024
Mixture of Dynamical Variational Autoencoders for Multi-Source Trajectory Modeling and Separation Xiaoyu Lin Laurent Girin Xavier Alameda-Pineda 217 3 0 07 Dec 2023
Unsupervised speech enhancement with diffusion-based generative modelsIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Berné Nortier Mostafa Sadeghi Romain Serizel DiffM 184 17 0 19 Sep 2023
Posterior sampling algorithms for unsupervised speech enhancement with recurrent variational autoencoderIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Mostafa Sadeghi Romain Serizel BDL 121 3 0 19 Sep 2023
RVAE-EM: Generative speech dereverberation based on recurrent variational auto-encoder and convolutive transfer functionIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Pengyu Wang Xiaofei Li DRL DiffM 205 8 0 15 Sep 2023
Noise-aware Speech Enhancement using Diffusion Probabilistic ModelInterspeech (Interspeech), 2023 Yuchen Hu Cheng Chen Ruizhe Li Qiu-shi Zhu Eng Siong Chng DiffM 278 14 0 16 Jul 2023
The Ethical Implications of Generative Audio Models: A Systematic Literature ReviewAAAI/ACM Conference on AI, Ethics, and Society (AIES), 2023 J. Barnett 239 47 0 07 Jul 2023
Unsupervised speech enhancement with deep dynamical generative speech and noise modelsInterspeech (Interspeech), 2023 Xiaoyu Lin Simon Leglaive Laurent Girin Xavier Alameda-Pineda 140 4 0 13 Jun 2023
SE-Bridge: Speech Enhancement with Consistent Brownian Bridge Zhibin Qiu Mengfan Fu Gang Hua G. Altenbek Hao Huang DiffM 151 8 0 23 May 2023
Integrating Uncertainty into Neural Network-based Speech EnhancementIEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2023 Hu Fang Dennis Becker S. Wermter Timo Gerkmann UQCV 179 4 0 15 May 2023
Speech Modeling with a Hierarchical Transformer Dynamical VAEIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Xiaoyu Lin Xiaoyu Bie Simon Leglaive Laurent Girin Xavier Alameda-Pineda BDL 178 3 0 07 Mar 2023
StoRM: A Diffusion-based Stochastic Regeneration Model for Speech Enhancement and DereverberationIEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2022 Jean-Marie Lemercier Julius Richter Simon Welker Timo Gerkmann DiffM 431 159 0 22 Dec 2022
Deep neural network techniques for monaural speech enhancement: state of the art analysisArtificial Intelligence Review (Artif Intell Rev), 2022 P. Ochieng 237 34 0 01 Dec 2022
Cold Diffusion for Speech EnhancementIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Hao Yen François Germain Gordon Wichern Jonathan Le Roux DiffM 329 54 0 04 Nov 2022
A weighted-variance variational autoencoder model for speech enhancementIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 A. Golmakani M. Sadeghi Xavier Alameda-Pineda Romain Serizel 229 2 0 02 Nov 2022
Audio-visual speech enhancement with a deep Kalman filter generative modelIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 A. Golmakani M. Sadeghi Romain Serizel DiffM 85 8 0 02 Nov 2022
A Training and Inference Strategy Using Noisy and Enhanced Speech as Target for Speech Enhancement without Clean SpeechInterspeech (Interspeech), 2022 Li-Wei Chen Yao-Fei Cheng Hung-Shin Lee Yu Tsao Hsin-Min Wang 173 4 0 27 Oct 2022
Speech Enhancement and Dereverberation with Diffusion-based Generative ModelsIEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2022 Julius Richter Simon Welker Jean-Marie Lemercier Bunlong Lay Timo Gerkmann DiffM 349 315 0 11 Aug 2022
Learning and controlling the source-filter representation of speech with a variational autoencoderSpeech Communication (Speech Commun.), 2022 Samir Sadok Simon Leglaive Laurent Girin Xavier Alameda-Pineda Renaud Séguier SSL DRL BDL 273 14 0 14 Apr 2022
Speech Enhancement with Score-Based Generative Models in the Complex STFT DomainInterspeech (Interspeech), 2022 Simon Welker Julius Richter Timo Gerkmann DiffM 307 147 0 31 Mar 2022
Speech Enhancement Based on Cyclegan with Noise-informed Training Wen-Yuan Ting Syu-Siang Wang Hsin-Li Chang B. Su Yu Tsao GAN 226 7 0 19 Oct 2021
MetricGAN-U: Unsupervised speech enhancement/ dereverberation based only on noisy/ reverberated speechIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021 Szu-Wei Fu Cheng Yu Kuo-Hsuan Hung Mirco Ravanelli Yu Tsao 217 59 0 12 Oct 2021