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 60 20 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 57 7 0 11 Jan 2023
CMGAN: Conformer-Based Metric-GAN for Monaural Speech Enhancement Sherif Abdulatif Ru Cao Bin Yang 107 75 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 69 12 0 22 Aug 2022
FRCRN: Boosting Feature Representation using Frequency Recurrence for Monaural Speech Enhancement Shengkui Zhao Bin Ma Karn N. Watcharasupat W. Gan 61 88 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 79 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 88 16 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 98 78 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 103 226 0 05 Oct 2021
On The Compensation Between Magnitude and Phase in Speech Separation Zhong-Qiu Wang Gordon Wichern Jonathan Le Roux 96 74 0 11 Aug 2021
DPCRN: Dual-Path Convolution Recurrent Network for Single Channel Speech Enhancement Xiaohuai Le Hongsheng Chen Kai-Jyun Chen Jing Lu 71 83 0 12 Jul 2021
Towards efficient models for real-time deep noise suppression Sebastian Braun H. Gamper Chandan K. A. Reddy I. Tashev 79 111 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 127 164 0 06 Jan 2021
HiFi-GAN: Generative Adversarial Networks for Efficient and High Fidelity Speech Synthesis Jungil Kong Jaehyeon Kim Jaekyoung Bae 181 1,954 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 159 821 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 135 776 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 176 961 0 08 Oct 2019
SDR - half-baked or well done? F. Sánchez-Martínez M. Esplà-Gomis Hakan Erdogan J. Hershey 168 1,208 0 06 Nov 2018
Supervised Speech Separation Based on Deep Learning: An Overview DeLiang Wang Jitong Chen SSL 98 1,377 0 24 Aug 2017