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Assessing the Generalization Gap of Learning-Based Speech Enhancement Systems in Noisy and Reverberant Environments

12 September 2023

Papers citing "Assessing the Generalization Gap of Learning-Based Speech Enhancement Systems in Noisy and Reverberant Environments"

20 / 20 papers shown

Title
On Batching Variable Size Inputs for Training End-to-End Speech Enhancement Systems Philippe Gonzalez T. S. Alstrøm Tobias May 64 9 0 25 Jan 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
MANNER: Multi-view Attention Network for Noise Erasure Hyun Joon Park Byung Ha Kang Wooseok Shin Jin Sob Kim S. W. Han 79 50 0 04 Mar 2022
SWAD: Domain Generalization by Seeking Flat Minima Junbum Cha Sanghyuk Chun Kyungjae Lee Han-Cheol Cho Seunghyun Park Yunsung Lee Sungrae Park MoMe 301 459 0 17 Feb 2021
DCCRN: Deep Complex Convolution Recurrent Network for Phase-Aware Speech Enhancement Yanxin Hu Yun Liu Shubo Lv Mengtao Xing Shimin Zhang Yihui Fu Jian Wu Bihong Zhang Lei Xie 86 597 0 01 Aug 2020
The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization Dan Hendrycks Steven Basart Norman Mu Saurav Kadavath Frank Wang ... Samyak Parajuli Mike Guo Basel Alomair Jacob Steinhardt Justin Gilmer OOD 363 1,757 0 29 Jun 2020
Real Time Speech Enhancement in the Waveform Domain Alexandre Défossez Gabriel Synnaeve Yossi Adi 90 465 0 23 Jun 2020
Exploring the Best Loss Function for DNN-Based Low-latency Speech Enhancement with Temporal Convolutional Networks Yuichiro Koyama Tyler Vuong Stefan Uhlich Bhiksha Raj 73 41 0 23 May 2020
Pretrained Transformers Improve Out-of-Distribution Robustness Dan Hendrycks Xiaoyuan Liu Eric Wallace Adam Dziedzic R. Krishnan Basel Alomair OOD 204 435 0 13 Apr 2020
On Cross-Corpus Generalization of Deep Learning Based Speech Enhancement Ashutosh Pandey DeLiang Wang 80 53 0 10 Feb 2020
Parallel WaveGAN: A fast waveform generation model based on generative adversarial networks with multi-resolution spectrogram Ryuichi Yamamoto Eunwoo Song Jae-Min Kim 62 820 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 98 775 0 14 Oct 2019
Phase-aware Speech Enhancement with Deep Complex U-Net Hyeong-Seok Choi Jang-Hyun Kim Jaesung Huh A. Kim Jung-Woo Ha Kyogu Lee 75 334 0 07 Mar 2019
SDR - half-baked or well done? F. Sánchez-Martínez M. Esplà-Gomis Hakan Erdogan J. Hershey 165 1,205 0 06 Nov 2018
Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation Yi Luo N. Mesgarani 171 1,796 0 20 Sep 2018
CBAM: Convolutional Block Attention Module Sanghyun Woo Jongchan Park Joon-Young Lee In So Kweon 227 16,641 0 17 Jul 2018
VoxCeleb2: Deep Speaker Recognition Joon Son Chung Arsha Nagrani Andrew Zisserman 356 2,287 0 14 Jun 2018
Supervised Speech Separation Based on Deep Learning: An Overview DeLiang Wang Jitong Chen SSL 89 1,374 0 24 Aug 2017
Deep Complex Networks C. Trabelsi O. Bilaniuk Ying Zhang Dmitriy Serdyuk Sandeep Subramanian J. F. Santos Soroush Mehri Negar Rostamzadeh Yoshua Bengio C. Pal 225 837 0 27 May 2017
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 469 43,357 0 11 Feb 2015