Supervised Speech Separation Based on Deep Learning: An Overview

24 August 2017

Jitong Chen

Papers citing "Supervised Speech Separation Based on Deep Learning: An Overview"

50 / 219 papers shown

Title
L3DAS21 Challenge: Machine Learning for 3D Audio Signal Processing E. Guizzo R. F. Gramaccioni Saeid Jamili Christian Marinoni Edoardo Massaro ... Marco Pennese Sveva Pepe Enrico Rocchi A. Uncini Danilo Comminiello 21 27 0 12 Apr 2021
Complex Spectral Mapping With Attention Based Convolution Recurrent Neural Network for Speech Enhancement Liming Zhou Yongyu Gao Ziluo Wang Jiwei Li Wenbin Zhang 19 16 0 12 Apr 2021
Audio-Visual Speech Separation Using Cross-Modal Correspondence Loss Naoki Makishima Mana Ihori Akihiko Takashima Tomohiro Tanaka Shota Orihashi Ryo Masumura 30 8 0 02 Mar 2021
CatNet: music source separation system with mix-audio augmentation Xuchen Song Qiuqiang Kong Xingjian Du Yuxuan Wang 31 10 0 19 Feb 2021
Variational Autoencoder for Speech Enhancement with a Noise-Aware Encoder Hu Fang Guillaume Carbajal S. Wermter Timo Gerkmann 41 59 0 17 Feb 2021
A Review of Speaker Diarization: Recent Advances with Deep Learning Tae Jin Park Naoyuki Kanda Dimitrios Dimitriadis Kyu Jeong Han Shinji Watanabe Shrikanth Narayanan VLM 277 328 0 24 Jan 2021
A Survey on Deep Reinforcement Learning for Audio-Based Applications S. Latif Heriberto Cuayáhuitl Farrukh Pervez Fahad Shamshad Hafiz Shehbaz Ali Min Zhang OffRL 62 73 0 01 Jan 2021
Deep Ad-hoc Beamforming Based on Speaker Extraction for Target-Dependent Speech Separation Ziye Yang Shanzheng Guan Xiao-Lei Zhang 30 14 0 01 Dec 2020
On End-to-end Multi-channel Time Domain Speech Separation in Reverberant Environments Jisi Zhang Catalin Zorila R. Doddipatla Jon Barker 17 46 0 11 Nov 2020
Dual Application of Speech Enhancement for Automatic Speech Recognition Ashutosh Pandey Chunxi Liu Yun Wang Yatharth Saraf 46 37 0 07 Nov 2020
UNetGAN: A Robust Speech Enhancement Approach in Time Domain for Extremely Low Signal-to-noise Ratio Condition Xiang Hao Xiangdong Su Zhiyu Wang Hui Zhang Batushiren 27 32 0 29 Oct 2020
FullSubNet: A Full-Band and Sub-Band Fusion Model for Real-Time Single-Channel Speech Enhancement Xiang Hao Xiangdong Su Radu Horaud Xiaofei Li 33 194 0 29 Oct 2020
Phase Aware Speech Enhancement using Realisation of Complex-valued LSTM Raktim Gautam Goswami Sivaganesh Andhavarapu Rama Murty 29 1 0 27 Oct 2020
Listening to Sounds of Silence for Speech Denoising Ruilin Xu Rundi Wu Y. Ishiwaka Carl Vondrick Changxi Zheng 30 32 0 22 Oct 2020
Phase recovery with Bregman divergences for audio source separation P. Magron Pierre-Hugo Vial Thomas Oberlin Cédric Févotte 29 1 0 20 Oct 2020
A Model Compression Method with Matrix Product Operators for Speech Enhancement Xingwei Sun Ze-Feng Gao Zhong-Yi Lu Junfeng Li Yonghong Yan 27 22 0 10 Oct 2020
Multi-microphone Complex Spectral Mapping for Utterance-wise and Continuous Speech Separation Zhong-Qiu Wang Peidong Wang DeLiang Wang 35 88 0 04 Oct 2020
Correlating Subword Articulation with Lip Shapes for Embedding Aware Audio-Visual Speech Enhancement Hang Chen Jun Du Yu Hu Lirong Dai Baocai Yin Chin-Hui Lee 44 19 0 21 Sep 2020
Efficient Independent Vector Extraction of Dominant Target Speech Lele Liao Zhaoyi Gu Jing Lu 18 0 0 01 Aug 2020
Lite Audio-Visual Speech Enhancement Shang-Yi Chuang Yu Tsao Chen-Chou Lo Hsin-Min Wang 27 24 0 24 May 2020
Nonlinear Residual Echo Suppression Based on Multi-stream Conv-TasNet Hongsheng Chen Teng Xiang Kai-Jyun Chen Jing Lu 16 15 0 15 May 2020
Online Monaural Speech Enhancement Using Delayed Subband LSTM Xiaofei Li Radu Horaud 19 24 0 11 May 2020
Foreground-Background Ambient Sound Scene Separation Michel Olvera Emmanuel Vincent Romain Serizel Gilles Gasso 37 9 0 11 May 2020
WaveCRN: An Efficient Convolutional Recurrent Neural Network for End-to-end Speech Enhancement Tsun-An Hsieh Hsin-Min Wang Xugang Lu Yu Tsao 53 60 0 06 Apr 2020
Characterizing Speech Adversarial Examples Using Self-Attention U-Net Enhancement Chao-Han Huck Yang Jun Qi Pin-Yu Chen Xiaoli Ma Chin-Hui Lee AAML 32 53 0 31 Mar 2020
A Review of Multi-Objective Deep Learning Speech Denoising Methods A. Azarang N. Kehtarnavaz 39 31 0 26 Mar 2020
Solving Inverse Problems with a Flow-based Noise Model Jay Whang Qi Lei A. Dimakis 66 36 0 18 Mar 2020
Multi-Microphone Complex Spectral Mapping for Speech Dereverberation Zhong-Qiu Wang DeLiang Wang 30 61 0 04 Mar 2020
Voice Separation with an Unknown Number of Multiple Speakers Eliya Nachmani Yossi Adi Lior Wolf 25 175 0 29 Feb 2020
Wavesplit: End-to-End Speech Separation by Speaker Clustering Neil Zeghidour David Grangier VLM 29 262 0 20 Feb 2020
Stable Training of DNN for Speech Enhancement based on Perceptually-Motivated Black-Box Cost Function M. Kawanaka Yuma Koizumi Ryoichi Miyazaki Kohei Yatabe AAML 27 22 0 14 Feb 2020
Speech Enhancement using Self-Adaptation and Multi-Head Self-Attention Yuma Koizumi Kohei Yatabe Marc Delcroix Yoshiki Masuyama Daiki Takeuchi 24 125 0 14 Feb 2020
On Cross-Corpus Generalization of Deep Learning Based Speech Enhancement Ashutosh Pandey DeLiang Wang 27 52 0 10 Feb 2020
Tensor-to-Vector Regression for Multi-channel Speech Enhancement based on Tensor-Train Network Jun Qi Hu Hu Yannan Wang Chao-Han Huck Yang Sabato Marco Siniscalchi Chin-Hui Lee 3DV 22 21 0 03 Feb 2020
Analysis of Deep Feature Loss based Enhancement for Speaker Verification Saurabh Kataria P. S. Nidadavolu Jesús Villalba Najim Dehak 29 13 0 01 Feb 2020
Channel-Attention Dense U-Net for Multichannel Speech Enhancement Bahareh Tolooshams Ritwik Giri Andrew H. Song Umut Isik A. Krishnaswamy 39 85 0 30 Jan 2020
Mixture of Inference Networks for VAE-based Audio-visual Speech Enhancement M. Sadeghi Xavier Alameda-Pineda 23 21 0 23 Dec 2019
Data Augmentation for Deep Learning-based Radio Modulation Classification Liang Huang Weijian Pan You Zhang L. Qian Nan Gao Yuan Wu 36 133 0 06 Dec 2019
Time-Domain Multi-modal Bone/air Conducted Speech Enhancement Cheng Yu Kuo-Hsuan Hung Syu-Siang Wang Szu-Wei Fu Yu Tsao J. Hung 29 33 0 22 Nov 2019
A Recurrent Variational Autoencoder for Speech Enhancement Simon Leglaive Xavier Alameda-Pineda Laurent Girin Radu Horaud DRL 22 78 0 24 Oct 2019
Separation of Chaotic Signals by Reservoir Computing Sanjukta Krishnagopal M. Girvan Edward Ott Brian Hunt 22 34 0 18 Oct 2019
CochleaNet: A Robust Language-independent Audio-Visual Model for Speech Enhancement M. Gogate K. Dashtipour Ahsan Adeel Amir Hussain 23 53 0 23 Sep 2019
On Loss Functions for Supervised Monaural Time-Domain Speech Enhancement Morten Kolbæk Zheng-Hua Tan S. H. Jensen Jesper Jensen AAML 68 127 0 03 Sep 2019
Audio-visual Speech Enhancement Using Conditional Variational Auto-Encoders M. Sadeghi Simon Leglaive Xavier Alameda-Pineda Laurent Girin Radu Horaud DiffM 27 65 0 07 Aug 2019
My lips are concealed: Audio-visual speech enhancement through obstructions Triantafyllos Afouras Joon Son Chung Andrew Zisserman 21 90 0 11 Jul 2019
Deep-Learning-Based Audio-Visual Speech Enhancement in Presence of Lombard Effect Daniel Michelsanti Zheng-Hua Tan S. Sigurðsson Jesper Jensen 22 36 0 29 May 2019
MetricGAN: Generative Adversarial Networks based Black-box Metric Scores Optimization for Speech Enhancement Szu-Wei Fu Chien-Feng Liao Yu Tsao Shou-De Lin 19 326 0 13 May 2019
Universal Sound Separation Ilya Kavalerov Scott Wisdom Hakan Erdogan Brian Patton K. Wilson Jonathan Le Roux J. Hershey 16 184 0 08 May 2019
Deep Learning for Audio Signal Processing Hendrik Purwins Yue Liu Tuomas Virtanen Jan Schlüter Shuo-yiin Chang Tara N. Sainath VLM 34 587 0 30 Apr 2019
Incorporating Symbolic Sequential Modeling for Speech Enhancement Chien-Feng Liao Yu Tsao Xugang Lu Hisashi Kawai 27 18 0 30 Apr 2019