A Statistically Principled and Computationally Efficient Approach to
Speech Enhancement using Variational Autoencoders

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A Statistically Principled and Computationally Efficient Approach to Speech Enhancement using Variational Autoencoders

3 May 2019

Manuel Pariente

Antoine Deleforge

Emmanuel Vincent

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Papers citing "A Statistically Principled and Computationally Efficient Approach to Speech Enhancement using Variational Autoencoders"

12 / 12 papers shown

Title
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 538 10,591 0 17 Feb 2020
A Deep Generative Model of Speech Complex Spectrograms Aditya Arie Nugraha Kouhei Sekiguchi Kazuyoshi Yoshii 47 19 0 08 Mar 2019
Speech enhancement with variational autoencoders and alpha-stable distributions Simon Leglaive Umut Simsekli Antoine Liutkus Laurent Girin Radu Horaud DRL 53 36 0 08 Feb 2019
A variance modeling framework based on variational autoencoders for speech enhancement Simon Leglaive Laurent Girin Radu Horaud DRL 53 91 0 05 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 87 60 0 16 Nov 2018
Generalized Multichannel Variational Autoencoder for Underdetermined Source Separation Shogo Seki Hirokazu Kameoka Li Li Tomoki Toda K. Takeda DRL 48 19 0 29 Sep 2018
Semi-blind source separation with multichannel variational autoencoder Hirokazu Kameoka Li Li S. Inoue S. Makino BDL 40 30 0 02 Aug 2018
Statistical Speech Enhancement Based on Probabilistic Integration of Variational Autoencoder and Non-Negative Matrix Factorization Yoshiaki Bando Masato Mimura Katsutoshi Itoyama Kazuyoshi Yoshii Tatsuya Kawahara 71 120 0 31 Oct 2017
An overview of gradient descent optimization algorithms Sebastian Ruder ODL 211 6,206 0 15 Sep 2016
Deep clustering: Discriminative embeddings for segmentation and separation J. Hershey Zhuo Chen Jonathan Le Roux Shinji Watanabe 64 1,321 0 18 Aug 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,364 0 22 Dec 2014