A variance modeling framework based on variational autoencoders for speech enhancement

5 February 2019

Papers citing "A variance modeling framework based on variational autoencoders for speech enhancement"

48 / 48 papers shown

Title
SEED: Speaker Embedding Enhancement Diffusion Model KiHyun Nam Jungwoo Heo Jee-weon Jung Gangin Park Chaeyoung Jung Ha-Jin Yu Joon Son Chung DiffM 69 0 0 22 May 2025
Combining Deterministic Enhanced Conditions with Dual-Streaming Encoding for Diffusion-Based Speech Enhancement Hao Shi Xugang Lu Kazuki Shimada Tatsuya Kawahara DiffM 55 0 0 20 May 2025
Bayesian Cox model with graph-structured variable selection priors for multi-omics biomarker identification Tobias Østmo Hermansen M. Zucknick Zhi Zhao 107 0 0 17 Mar 2025
Deep Generative Modeling for Identification of Noisy, Non-Stationary Dynamical Systems Doris Voina Steven Brunton J. Nathan Kutz DiffM 79 2 0 02 Oct 2024
Sound Source Separation Using Latent Variational Block-Wise Disentanglement Karim Helwani M. Togami Paris Smaragdis Michael M. Goodwin BDL DRL 87 1 0 08 Feb 2024
Self-supervised learning with diffusion-based multichannel speech enhancement for speaker verification under noisy conditions Sandipana Dowerah Ajinkya Kulkarni Romain Serizel D. Jouvet DiffM 129 1 0 05 Jul 2023
Unsupervised speech enhancement with deep dynamical generative speech and noise models Xiaoyu Lin Simon Leglaive Laurent Girin Xavier Alameda-Pineda 56 3 0 13 Jun 2023
SE-Bridge: Speech Enhancement with Consistent Brownian Bridge Zhibin Qiu Mengfan Fu Gang Hua G. Altenbek Hao Huang DiffM 82 5 0 23 May 2023
Diffusion-Based Speech Enhancement with Joint Generative and Predictive Decoders Hao Shi Kazuki Shimada M. Hirano Takashi Shibuya Yuichiro Koyama Zhi-Wei Zhong Shusuke Takahashi Tatsuya Kawahara Yuki Mitsufuji DiffM 94 16 0 18 May 2023
Integrating Uncertainty into Neural Network-based Speech Enhancement Hu Fang Dennis Becker S. Wermter Timo Gerkmann UQCV 67 3 0 15 May 2023
Partially Adaptive Multichannel Joint Reduction of Ego-noise and Environmental Noise Hu Fang Niklas Wittmer Johannes Twiefel S. Wermter Timo Gerkmann 35 3 0 27 Mar 2023
StoRM: A Diffusion-based Stochastic Regeneration Model for Speech Enhancement and Dereverberation Jean-Marie Lemercier Julius Richter Simon Welker Timo Gerkmann DiffM 257 92 0 22 Dec 2022
Deep neural network techniques for monaural speech enhancement: state of the art analysis P. Ochieng 119 22 0 01 Dec 2022
A Two-Stage Deep Representation Learning-Based Speech Enhancement Method Using Variational Autoencoder and Adversarial Training Yang Xiang Jesper Lisby Højvang M. Rasmussen M. G. Christensen DRL 69 6 0 16 Nov 2022
Fast and efficient speech enhancement with variational autoencoders M. Sadeghi Romain Serizel DRL BDL 60 3 0 02 Nov 2022
A weighted-variance variational autoencoder model for speech enhancement A. Golmakani M. Sadeghi Xavier Alameda-Pineda Romain Serizel 80 1 0 02 Nov 2022
Audio-visual speech enhancement with a deep Kalman filter generative model A. Golmakani M. Sadeghi Romain Serizel DiffM 57 7 0 02 Nov 2022
SRTNet: Time Domain Speech Enhancement Via Stochastic Refinement Zhibin Qiu Mengfan Fu Yinfeng Yu Lili Yin Gang Hua Hao-Ming Huang DiffM 145 19 0 30 Oct 2022
Speech Enhancement and Dereverberation with Diffusion-based Generative Models Julius Richter Simon Welker Jean-Marie Lemercier Bunlong Lay Timo Gerkmann DiffM 93 207 0 11 Aug 2022
A deep representation learning speech enhancement method using $β$ -VAE Yang Xiang Jesper Lisby Højvang M. Rasmussen M. G. Christensen DRL 60 2 0 11 May 2022
Learning and controlling the source-filter representation of speech with a variational autoencoder Samir Sadok Simon Leglaive Laurent Girin Xavier Alameda-Pineda Renaud Séguier SSL DRL BDL 115 14 0 14 Apr 2022
Expression-preserving face frontalization improves visually assisted speech processing Zhiqi Kang M. Sadeghi Radu Horaud Xavier Alameda-Pineda CVBM 114 8 0 06 Apr 2022
Speech Enhancement with Score-Based Generative Models in the Complex STFT Domain Simon Welker Julius Richter Timo Gerkmann DiffM 114 117 0 31 Mar 2022
A Sparsity-promoting Dictionary Model for Variational Autoencoders M. Sadeghi P. Magron 53 3 0 29 Mar 2022
Integrating Statistical Uncertainty into Neural Network-Based Speech Enhancement Hu Fang Tal Peer S. Wermter Timo Gerkmann 71 6 0 04 Mar 2022
The impact of removing head movements on audio-visual speech enhancement Zhiqi Kang M. Sadeghi Radu Horaud Xavier Alameda-Pineda Jacob Donley Anurag Kumar CVBM 53 5 0 01 Feb 2022
A Bayesian Permutation training deep representation learning method for speech enhancement with variational autoencoder Yang Xiang Jesper Lisby Højvang M. Rasmussen M. G. Christensen BDL DRL 51 4 0 24 Jan 2022
FastMVAE2: On improving and accelerating the fast variational autoencoder-based source separation algorithm for determined mixtures Li Li Hirokazu Kameoka S. Makino DRL 77 8 0 28 Sep 2021
Unsupervised Speech Enhancement using Dynamical Variational Auto-Encoders Xiaoyu Bie Simon Leglaive Xavier Alameda-Pineda Laurent Girin DiffM 101 55 0 23 Jun 2021
A Benchmark of Dynamical Variational Autoencoders applied to Speech Spectrogram Modeling Xiaoyu Bie Laurent Girin Simon Leglaive Thomas Hueber Xavier Alameda-Pineda 55 12 0 11 Jun 2021
Disentanglement Learning for Variational Autoencoders Applied to Audio-Visual Speech Enhancement Guillaume Carbajal Julius Richter Timo Gerkmann DRL 87 15 0 19 May 2021
Variational Autoencoder for Speech Enhancement with a Noise-Aware Encoder Hu Fang Guillaume Carbajal S. Wermter Timo Gerkmann 110 59 0 17 Feb 2021
Guided Variational Autoencoder for Speech Enhancement With a Supervised Classifier Guillaume Carbajal Julius Richter Timo Gerkmann DRL SSL 50 17 0 12 Feb 2021
Switching Variational Auto-Encoders for Noise-Agnostic Audio-visual Speech Enhancement M. Sadeghi Xavier Alameda-Pineda 31 10 0 08 Feb 2021
Can We Trust Deep Speech Prior? Ying Shi Haolin Chen Zhiyuan Tang Lantian Li Dong Wang Jiqing Han 58 1 0 04 Nov 2020
Dynamical Variational Autoencoders: A Comprehensive Review Laurent Girin Simon Leglaive Xiaoyu Bie Julien Diard Thomas Hueber Xavier Alameda-Pineda BDL 141 222 0 28 Aug 2020
Deep Variational Generative Models for Audio-visual Speech Separation V. Nguyen M. Sadeghi Elisa Ricci Xavier Alameda-Pineda SSL DRL 40 9 0 17 Aug 2020
Mixture of Inference Networks for VAE-based Audio-visual Speech Enhancement M. Sadeghi Xavier Alameda-Pineda 79 21 0 23 Dec 2019
Robust Unsupervised Audio-visual Speech Enhancement Using a Mixture of Variational Autoencoders M. Sadeghi Xavier Alameda-Pineda 46 19 0 10 Nov 2019
A Recurrent Variational Autoencoder for Speech Enhancement Simon Leglaive Xavier Alameda-Pineda Laurent Girin Radu Horaud DRL 140 79 0 24 Oct 2019
Audio-visual Speech Enhancement Using Conditional Variational Auto-Encoders M. Sadeghi Simon Leglaive Xavier Alameda-Pineda Laurent Girin Radu Horaud DiffM 108 66 0 07 Aug 2019
A Statistically Principled and Computationally Efficient Approach to Speech Enhancement using Variational Autoencoders Manuel Pariente Antoine Deleforge Emmanuel Vincent 72 21 0 03 May 2019
Unsupervised Speech Enhancement Based on Multichannel NMF-Informed Beamforming for Noise-Robust Automatic Speech Recognition Kazuki Shimada Yoshiaki Bando Masato Mimura Katsutoshi Itoyama Kazuyoshi Yoshii Tatsuya Kawahara 63 54 0 22 Mar 2019
A Deep Generative Model of Speech Complex Spectrograms Aditya Arie Nugraha Kouhei Sekiguchi Kazuyoshi Yoshii 47 19 0 08 Mar 2019
Fast Multichannel Source Separation Based on Jointly Diagonalizable Spatial Covariance Matrices Kouhei Sekiguchi A. Nugraha Yoshiaki Bando Kazuyoshi Yoshii 18 37 0 08 Mar 2019
Speech enhancement with variational autoencoders and alpha-stable distributions Simon Leglaive Umut Simsekli Antoine Liutkus Laurent Girin Radu Horaud DRL 63 36 0 08 Feb 2019
Fast MVAE: Joint separation and classification of mixed sources based on multichannel variational autoencoder with auxiliary classifier Li Li Hirokazu Kameoka S. Makino DRL 50 28 0 16 Dec 2018
Semi-supervised multichannel speech enhancement with variational autoencoders and non-negative matrix factorization Simon Leglaive Laurent Girin Radu Horaud BDL 106 60 0 16 Nov 2018