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Deep neural network techniques for monaural speech enhancement: state of the art analysis

1 December 2022

Papers citing "Deep neural network techniques for monaural speech enhancement: state of the art analysis"

50 / 125 papers shown

Title
Complex-Valued Time-Frequency Self-Attention for Speech Dereverberation Vinay Kothapally John H. L. Hansen 46 9 0 22 Nov 2022
SkipConvGAN: Monaural Speech Dereverberation using Generative Adversarial Networks via Complex Time-Frequency Masking Vinay Kothapally John H. L. Hansen 31 23 0 22 Nov 2022
Self-Supervised Learning for Speech Enhancement through Synthesis Bryce Irvin Marko Stamenovic M. Kegler Li-Chia Yang 75 20 0 04 Nov 2022
A Training and Inference Strategy Using Noisy and Enhanced Speech as Target for Speech Enhancement without Clean Speech Li-Wei Chen Yao-Fei Cheng Hung-Shin Lee Yu Tsao Hsin-Min Wang 52 3 0 27 Oct 2022
Understanding Diffusion Models: A Unified Perspective Calvin Luo DiffM 102 347 0 25 Aug 2022
Tiny-Sepformer: A Tiny Time-Domain Transformer Network for Speech Separation Jian Luo Jianzong Wang Ning Cheng Edward Xiao Xulong Zhang Jing Xiao ViT 71 12 0 28 Jun 2022
Efficient Transformer-based Speech Enhancement Using Long Frames and STFT Magnitudes Danilo de Oliveira Tal Peer Timo Gerkmann 53 21 0 23 Jun 2022
Resource-Efficient Separation Transformer Luca Della Libera Cem Subakan Mirco Ravanelli Samuele Cornell Frédéric Lepoutre François Grondin VLM 89 18 0 19 Jun 2022
To Dereverb Or Not to Dereverb? Perceptual Studies On Real-Time Dereverberation Targets J. Valin Ritwik Giri Shrikant Venkataramani Umut Isik A. Krishnaswamy 35 2 0 16 Jun 2022
SepIt: Approaching a Single Channel Speech Separation Bound Shahar Lutati Eliya Nachmani Lior Wolf VLM 131 27 0 24 May 2022
Ultra Fast Speech Separation Model with Teacher Student Learning Sanyuan Chen Yu-Huan Wu Zhuo Chen Jian Wu Takuya Yoshioka Shujie Liu Jinyu Li Xiangzhan Yu 70 14 0 27 Apr 2022
VoiceFixer: A Unified Framework for High-Fidelity Speech Restoration Haohe Liu Xubo Liu Qiuqiang Kong Qiao Tian Yan Zhao DeLiang Wang Chuanzeng Huang Yuxuan Wang 71 59 0 12 Apr 2022
CMGAN: Conformer-based Metric GAN for Speech Enhancement Ru Cao Sherif Abdulatif Bin Yang 83 100 0 28 Mar 2022
RemixIT: Continual self-training of speech enhancement models via bootstrapped remixing Efthymios Tzinis Yossi Adi V. Ithapu Buye Xu Paris Smaragdis Anurag Kumar CLL 72 54 0 17 Feb 2022
Speech Denoising in the Waveform Domain with Self-Attention Zhifeng Kong Ming-Yu Liu Ambrish Dantrey Bryan Catanzaro 80 63 0 15 Feb 2022
Conditional Diffusion Probabilistic Model for Speech Enhancement Yen-Ju Lu Zhongqiu Wang Shinji Watanabe Alexander Richard Cheng Yu Yu Tsao DiffM 70 190 0 10 Feb 2022
MixCycle: Unsupervised Speech Separation via Cyclic Mixture Permutation Invariant Training Ertuğ Karamatlı S. Kırbız SSL 82 10 0 08 Feb 2022
Audio representations for deep learning in sound synthesis: A review Anastasia Natsiou Seán O'Leary AI4TS 57 18 0 07 Jan 2022
Domain Adaptation and Autoencoder Based Unsupervised Speech Enhancement Yi Li Yang Sun K. Horoshenkov S. M. Naqvi 46 24 0 09 Dec 2021
Speech Separation Using an Asynchronous Fully Recurrent Convolutional Neural Network Xiaolin Hu Kai Li Weiyi Zhang Yi Luo Jean-Marie Lemercier Timo Gerkmann 86 51 0 04 Dec 2021
Unsupervised Speech Enhancement with speech recognition embedding and disentanglement losses V. Trinh Sebastian Braun 55 19 0 16 Nov 2021
Monaural source separation: From anechoic to reverberant environments Tobias Cord-Landwehr Christoph Boeddeker Thilo von Neumann Catalin Zorila R. Doddipatla Reinhold Haeb-Umbach 50 31 0 15 Nov 2021
MetricGAN-U: Unsupervised speech enhancement/ dereverberation based only on noisy/ reverberated speech Szu-Wei Fu Cheng Yu Kuo-Hsuan Hung Mirco Ravanelli Yu Tsao 93 46 0 12 Oct 2021
Late reverberation suppression using U-nets D. León Felipe A. Tobar 135 4 0 05 Oct 2021
A Study on Speech Enhancement Based on Diffusion Probabilistic Model Yen-Ju Lu Yu Tsao Shinji Watanabe DiffM 60 74 0 25 Jul 2021
A Simultaneous Denoising and Dereverberation Framework with Target Decoupling Andong Li Wenzhe Liu Xiaoxue Luo Guochen Yu C. Zheng Xiaodong Li 75 60 0 24 Jun 2021
Unsupervised Speech Enhancement using Dynamical Variational Auto-Encoders Xiaoyu Bie Simon Leglaive Xavier Alameda-Pineda Laurent Girin DiffM 98 55 0 23 Jun 2021
Teacher-Student MixIT for Unsupervised and Semi-supervised Speech Separation Jisi Zhang Catalin Zorila R. Doddipatla Jon Barker 52 22 0 15 Jun 2021
HuBERT: Self-Supervised Speech Representation Learning by Masked Prediction of Hidden Units Wei-Ning Hsu Benjamin Bolte Yao-Hung Hubert Tsai Kushal Lakhotia Ruslan Salakhutdinov Abdel-rahman Mohamed SSL 188 3,004 0 14 Jun 2021
Training Speech Enhancement Systems with Noisy Speech Datasets Koichi Saito Stefan Uhlich Giorgio Fabbro Yuki Mitsufuji 71 11 0 26 May 2021
Many-Speakers Single Channel Speech Separation with Optimal Permutation Training Shaked Dovrat Eliya Nachmani Lior Wolf VLM 78 22 0 18 Apr 2021
Time-domain Speech Enhancement with Generative Adversarial Learning Feiyang Xiao Jian Guan Qiuqiang Kong Wenwu Wang GAN 72 9 0 30 Mar 2021
TSTNN: Two-stage Transformer based Neural Network for Speech Enhancement in the Time Domain Kai Wang Bengbeng He Weiping Zhu 99 169 0 18 Mar 2021
Sandglasset: A Light Multi-Granularity Self-attentive Network For Time-Domain Speech Separation Max W. Y. Lam Jun Wang Dan Su Dong Yu AI4TS 117 49 0 01 Mar 2021
Effective Low-Cost Time-Domain Audio Separation Using Globally Attentive Locally Recurrent Networks Max W. Y. Lam Jun Wang Dan Su Dong Yu 89 29 0 13 Jan 2021
Denoising-and-Dereverberation Hierarchical Neural Vocoder for Robust Waveform Generation Yang Ai Haoyu Li Xin Wang Junichi Yamagishi Zhenhua Ling 42 4 0 08 Nov 2020
DNSMOS: A Non-Intrusive Perceptual Objective Speech Quality metric to evaluate Noise Suppressors Chandan K. A. Reddy Vishak Gopal Ross Cutler 96 315 0 28 Oct 2020
Attention is All You Need in Speech Separation Cem Subakan Mirco Ravanelli Samuele Cornell Mirko Bronzi Jianyuan Zhong 99 565 0 25 Oct 2020
Towards Listening to 10 People Simultaneously: An Efficient Permutation Invariant Training of Audio Source Separation Using Sinkhorn's Algorithm Hideyuki Tachibana 67 14 0 22 Oct 2020
HiFi-GAN: Generative Adversarial Networks for Efficient and High Fidelity Speech Synthesis Jungil Kong Jaehyeon Kim Jaekyoung Bae 179 1,952 0 12 Oct 2020
PoCoNet: Better Speech Enhancement with Frequency-Positional Embeddings, Semi-Supervised Conversational Data, and Biased Loss Umut Isik Ritwik Giri Neerad Phansalkar J. Valin Karim Helwani A. Krishnaswamy 69 84 0 11 Aug 2020
Dual-Path Transformer Network: Direct Context-Aware Modeling for End-to-End Monaural Speech Separation Jing-jing Chen Qi-rong Mao Dong Liu 110 289 0 28 Jul 2020
Sudo rm -rf: Efficient Networks for Universal Audio Source Separation Efthymios Tzinis Zhepei Wang Paris Smaragdis 96 130 0 14 Jul 2020
TERA: Self-Supervised Learning of Transformer Encoder Representation for Speech Andy T. Liu Shang-Wen Li Hung-yi Lee SSL 148 359 0 12 Jul 2020
Real Time Speech Enhancement in the Waveform Domain Alexandre Défossez Gabriel Synnaeve Yossi Adi 95 465 0 23 Jun 2020
wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations Alexei Baevski Henry Zhou Abdel-rahman Mohamed Michael Auli SSL 305 5,853 0 20 Jun 2020
HiFi-GAN: High-Fidelity Denoising and Dereverberation Based on Speech Deep Features in Adversarial Networks Jiaqi Su Zeyu Jin Adam Finkelstein 69 139 0 10 Jun 2020
Knowledge Distillation: A Survey Jianping Gou B. Yu Stephen J. Maybank Dacheng Tao VLM 210 2,993 0 09 Jun 2020
Linformer: Self-Attention with Linear Complexity Sinong Wang Belinda Z. Li Madian Khabsa Han Fang Hao Ma 219 1,719 0 08 Jun 2020
Multi-talker ASR for an unknown number of sources: Joint training of source counting, separation and ASR Thilo von Neumann Christoph Boeddeker Lukas Drude K. Kinoshita Marc Delcroix Tomohiro Nakatani Reinhold Haeb-Umbach 72 41 0 04 Jun 2020