Study of Lightweight Transformer Architectures for Single-Channel Speech Enhancement

27 May 2025

Papers citing "Study of Lightweight Transformer Architectures for Single-Channel Speech Enhancement"

19 / 19 papers shown

Title
DeepFilterNet: Perceptually Motivated Real-Time Speech Enhancement Hendrik Schröter T. Rosenkranz Alberto N. Escalante Andreas Maier 48 18 0 14 May 2023
Rethinking complex-valued deep neural networks for monaural speech enhancement Haibin Wu Ke Tan Buye Xu Anurag Kumar Daniel D. E. Wong 49 7 0 11 Jan 2023
CMGAN: Conformer-Based Metric-GAN for Monaural Speech Enhancement Sherif Abdulatif Ru Cao Bin Yang 51 72 0 22 Sep 2022
Multi-View Attention Transfer for Efficient Speech Enhancement Wooseok Shin Hyun Joon Park Jin Sob Kim B. Lee S. W. Han 55 9 0 22 Aug 2022
FRCRN: Boosting Feature Representation using Frequency Recurrence for Monaural Speech Enhancement Shengkui Zhao Bin Ma Karn N. Watcharasupat W. Gan 31 84 0 15 Jun 2022
DeepFilterNet2: Towards Real-Time Speech Enhancement on Embedded Devices for Full-Band Audio Hendrik Schröter Alberto N. Escalante T. Rosenkranz Andreas Maier 47 58 0 11 May 2022
Perceptual Contrast Stretching on Target Feature for Speech Enhancement Rong-Yu Chao Cheng Yu Szu-Wei Fu Xugang Lu Yu Tsao VLM 54 15 0 31 Mar 2022
DeepFilterNet: A Low Complexity Speech Enhancement Framework for Full-Band Audio based on Deep Filtering Hendrik Schröter Alberto N. Escalante T. Rosenkranz Andreas Maier 51 75 0 11 Oct 2021
DNSMOS P.835: A Non-Intrusive Perceptual Objective Speech Quality Metric to Evaluate Noise Suppressors Chandan K. A. Reddy Vishak Gopal Ross Cutler 78 215 0 05 Oct 2021
On The Compensation Between Magnitude and Phase in Speech Separation Zhong-Qiu Wang Gordon Wichern Jonathan Le Roux 57 73 0 11 Aug 2021
DPCRN: Dual-Path Convolution Recurrent Network for Single Channel Speech Enhancement Xiaohuai Le Hongsheng Chen Kai-Jyun Chen Jing Lu 49 82 0 12 Jul 2021
Towards efficient models for real-time deep noise suppression Sebastian Braun H. Gamper Chandan K. A. Reddy I. Tashev 47 108 0 22 Jan 2021
Interspeech 2021 Deep Noise Suppression Challenge Chandan K. A. Reddy Harishchandra Dubey K. Koishida A. Nair Vishak Gopal Ross Cutler Sebastian Braun H. Gamper R. Aichner Sriram Srinivasan AI4CE 99 163 0 06 Jan 2021
HiFi-GAN: Generative Adversarial Networks for Efficient and High Fidelity Speech Synthesis Jungil Kong Jaehyeon Kim Jaekyoung Bae 164 1,928 0 12 Oct 2020
Parallel WaveGAN: A fast waveform generation model based on generative adversarial networks with multi-resolution spectrogram Ryuichi Yamamoto Eunwoo Song Jae-Min Kim 56 818 0 25 Oct 2019
Dual-path RNN: efficient long sequence modeling for time-domain single-channel speech separation Yi Luo Zhuo Chen Takuya Yoshioka AI4TS 73 770 0 14 Oct 2019
MelGAN: Generative Adversarial Networks for Conditional Waveform Synthesis Kundan Kumar Rithesh Kumar T. Boissière L. Gestin Wei Zhen Teoh Jose M. R. Sotelo A. D. Brébisson Yoshua Bengio Aaron Courville GAN 151 953 0 08 Oct 2019
SDR - half-baked or well done? F. Sánchez-Martínez M. Esplà-Gomis Hakan Erdogan J. Hershey 143 1,191 0 06 Nov 2018
Supervised Speech Separation Based on Deep Learning: An Overview DeLiang Wang Jitong Chen SSL 66 1,370 0 24 Aug 2017