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RemixIT: Continual self-training of speech enhancement models via
  bootstrapped remixing
v1v2v3 (latest)

RemixIT: Continual self-training of speech enhancement models via bootstrapped remixing

IEEE Journal on Selected Topics in Signal Processing (IEEE JSTSP), 2022
17 February 2022
Efthymios Tzinis
Yossi Adi
V. Ithapu
Buye Xu
Paris Smaragdis
Anurag Kumar
    CLL
ArXiv (abs)PDFHTML

Papers citing "RemixIT: Continual self-training of speech enhancement models via bootstrapped remixing"

32 / 32 papers shown
VibOmni: Towards Scalable Bone-conduction Speech Enhancement on Earables
VibOmni: Towards Scalable Bone-conduction Speech Enhancement on Earables
Lixing He
Yunqi Guo
Haozheng Hou
Zhenyu Yan
48
0
0
02 Dec 2025
Unsupervised Single-Channel Speech Separation with a Diffusion Prior under Speaker-Embedding Guidance
Unsupervised Single-Channel Speech Separation with a Diffusion Prior under Speaker-Embedding Guidance
Runwu Shi
Kai Li
Chang Li
Jiang Wang
Sihan Tan
Kazuhiro Nakadai
DiffM
72
0
0
29 Sep 2025
ArrayDPS: Unsupervised Blind Speech Separation with a Diffusion Prior
ArrayDPS: Unsupervised Blind Speech Separation with a Diffusion Prior
Zhongweiyang Xu
Xulin Fan
Zhong-Qiu Wang
Xilin Jiang
Romit Roy Choudhury
DiffM
486
3
0
08 May 2025
Speech Separation with Pretrained Frontend to Minimize Domain Mismatch
Speech Separation with Pretrained Frontend to Minimize Domain MismatchIEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2024
Wupeng Wang
Zexu Pan
Xianrui Li
Shuai Wang
Haoyang Li
270
11
0
05 Nov 2024
DeWinder: Single-Channel Wind Noise Reduction using Ultrasound Sensing
DeWinder: Single-Channel Wind Noise Reduction using Ultrasound SensingInterspeech (Interspeech), 2024
Kuang Yuan
Shuo Han
Swarun Kumar
Bhiksha Raj
130
3
0
10 Sep 2024
Spectron: Target Speaker Extraction using Conditional Transformer with
  Adversarial Refinement
Spectron: Target Speaker Extraction using Conditional Transformer with Adversarial Refinement
Tathagata Bandyopadhyay
ViT
234
0
0
02 Sep 2024
Enhanced Reverberation as Supervision for Unsupervised Speech Separation
Enhanced Reverberation as Supervision for Unsupervised Speech SeparationInterspeech (Interspeech), 2024
Kohei Saijo
Gordon Wichern
François G. Germain
Zexu Pan
Jonathan Le Roux
203
1
0
06 Aug 2024
ctPuLSE: Close-Talk, and Pseudo-Label Based Far-Field, Speech Enhancement
ctPuLSE: Close-Talk, and Pseudo-Label Based Far-Field, Speech EnhancementJournal of the Acoustical Society of America (JASA), 2024
Zhong-Qiu Wang
225
2
0
28 Jul 2024
Improved Remixing Process for Domain Adaptation-Based Speech Enhancement
  by Mitigating Data Imbalance in Signal-to-Noise Ratio
Improved Remixing Process for Domain Adaptation-Based Speech Enhancement by Mitigating Data Imbalance in Signal-to-Noise Ratio
Li Li
Shogo Seki
212
0
0
20 Jun 2024
Cross-Talk Reduction
Cross-Talk Reduction
Zhong-Qiu Wang
Anurag Kumar
Shinji Watanabe
96
5
0
30 May 2024
A Closer Look at Wav2Vec2 Embeddings for On-Device Single-Channel Speech
  Enhancement
A Closer Look at Wav2Vec2 Embeddings for On-Device Single-Channel Speech Enhancement
Ravi Shankar
Ke Tan
Buye Xu
Anurag Kumar
201
4
0
03 Mar 2024
Objective and subjective evaluation of speech enhancement methods in the
  UDASE task of the 7th CHiME challenge
Objective and subjective evaluation of speech enhancement methods in the UDASE task of the 7th CHiME challenge
Simon Leglaive
Matthieu Fraticelli
Hend ElGhazaly
Léonie Borne
Mostafa Sadeghi
Scott Wisdom
Manuel Pariente
J. Hershey
Daniel Pressnitzer
Jon P. Barker
300
17
0
02 Feb 2024
Remixed2Remixed: Domain adaptation for speech enhancement by Noise2Noise
  learning with Remixing
Remixed2Remixed: Domain adaptation for speech enhancement by Noise2Noise learning with Remixing
Li Li
Shogo Seki
165
4
0
28 Dec 2023
Multi-CMGAN+/+: Leveraging Multi-Objective Speech Quality Metric
  Prediction for Speech Enhancement
Multi-CMGAN+/+: Leveraging Multi-Objective Speech Quality Metric Prediction for Speech EnhancementIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
George Close
William Ravenscroft
Thomas Hain
Stefan Goetze
158
7
0
14 Dec 2023
Does Single-channel Speech Enhancement Improve Keyword Spotting
  Accuracy? A Case Study
Does Single-channel Speech Enhancement Improve Keyword Spotting Accuracy? A Case Study
Avamarie Brueggeman
Takuya Higuchi
Masood Delfarah
Stephen Shum
Vineet Garg
151
1
0
27 Sep 2023
Remixing-based Unsupervised Source Separation from Scratch
Remixing-based Unsupervised Source Separation from ScratchInterspeech (Interspeech), 2023
Kohei Saijo
Tetsuji Ogawa
192
3
0
01 Sep 2023
Deep learning-based denoising streamed from mobile phones improves
  speech-in-noise understanding for hearing aid users
Deep learning-based denoising streamed from mobile phones improves speech-in-noise understanding for hearing aid users
P. U. Diehl
Hannes Zilly
Felix Sattler
Y. Singer
Kevin Kepp
...
Paul Meyer-Rachner
A. Pudszuhn
V. Hofmann
M. Vormann
Elias Sprengel
146
5
0
22 Aug 2023
TokenSplit: Using Discrete Speech Representations for Direct, Refined,
  and Transcript-Conditioned Speech Separation and Recognition
TokenSplit: Using Discrete Speech Representations for Direct, Refined, and Transcript-Conditioned Speech Separation and RecognitionInterspeech (Interspeech), 2023
Hakan Erdogan
Scott Wisdom
Xuankai Chang
Zalan Borsos
Marco Tagliasacchi
Neil Zeghidour
J. Hershey
172
14
0
21 Aug 2023
The CHiME-7 UDASE task: Unsupervised domain adaptation for
  conversational speech enhancement
The CHiME-7 UDASE task: Unsupervised domain adaptation for conversational speech enhancement
Simon Leglaive
Léonie Borne
Efthymios Tzinis
M. Sadeghi
Matthieu Fraticelli
Scott Wisdom
Manuel Pariente
Daniel Pressnitzer
J. Hershey
236
26
0
07 Jul 2023
UNSSOR: Unsupervised Neural Speech Separation by Leveraging
  Over-determined Training Mixtures
UNSSOR: Unsupervised Neural Speech Separation by Leveraging Over-determined Training MixturesNeural Information Processing Systems (NeurIPS), 2023
Zhong-Qiu Wang
Shinji Watanabe
245
19
0
31 May 2023
The Intel Neuromorphic DNS Challenge
The Intel Neuromorphic DNS Challenge
Jonathan Timcheck
S. Shrestha
D. B. Rubin
A. Kupryjanow
Garrick Orchard
Lukasz Pindor
Timothy M. Shea
Mike Davies
171
36
0
16 Mar 2023
A Framework for Unified Real-time Personalized and Non-Personalized
  Speech Enhancement
A Framework for Unified Real-time Personalized and Non-Personalized Speech EnhancementIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
Zhepei Wang
Ritwik Giri
Devansh P. Shah
J. Valin
Mike Goodwin
Paris Smaragdis
144
10
0
23 Feb 2023
Deep neural network techniques for monaural speech enhancement: state of
  the art analysis
Deep neural network techniques for monaural speech enhancement: state of the art analysisArtificial Intelligence Review (Artif Intell Rev), 2022
P. Ochieng
263
34
0
01 Dec 2022
Self-Remixing: Unsupervised Speech Separation via Separation and
  Remixing
Self-Remixing: Unsupervised Speech Separation via Separation and RemixingIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Kohei Saijo
Tetsuji Ogawa
SSL
174
16
0
18 Nov 2022
Exploring WavLM on Speech Enhancement
Exploring WavLM on Speech EnhancementSpoken Language Technology Workshop (SLT), 2022
Hyungchan Song
Sanyuan Chen
Zhuo Chen
Yu-Huan Wu
Takuya Yoshioka
M. Tang
Jong Won Shin
Shujie Liu
174
25
0
18 Nov 2022
Reverberation as Supervision for Speech Separation
Reverberation as Supervision for Speech SeparationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
R. Aralikatti
Christoph Boeddeker
Gordon Wichern
Aswin Shanmugam Subramanian
Jonathan Le Roux
155
8
0
15 Nov 2022
Speech separation with large-scale self-supervised learning
Speech separation with large-scale self-supervised learningIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Zhuo Chen
Naoyuki Kanda
Jian Wu
Yu-Huan Wu
Xiaofei Wang
Takuya Yoshioka
Jinyu Li
S. Sivasankaran
Sefik Emre Eskimez
155
21
0
09 Nov 2022
Analysis of Noisy-target Training for DNN-based speech enhancement
Analysis of Noisy-target Training for DNN-based speech enhancementIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Takuya Fujimura
Tomoki Toda
143
9
0
02 Nov 2022
A Training and Inference Strategy Using Noisy and Enhanced Speech as
  Target for Speech Enhancement without Clean Speech
A Training and Inference Strategy Using Noisy and Enhanced Speech as Target for Speech Enhancement without Clean SpeechInterspeech (Interspeech), 2022
Li-Wei Chen
Yao-Fei Cheng
Hung-Shin Lee
Yu Tsao
Hsin-Min Wang
197
4
0
27 Oct 2022
Music Source Separation with Band-split RNN
Music Source Separation with Band-split RNNIEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2022
Yi Luo
Jianwei Yu
228
178
0
30 Sep 2022
On monoaural speech enhancement for automatic recognition of real noisy
  speech using mixture invariant training
On monoaural speech enhancement for automatic recognition of real noisy speech using mixture invariant trainingInterspeech (Interspeech), 2022
Jisi Zhang
Catalin Zorila
R. Doddipatla
Jon Barker
148
4
0
03 May 2022
Leveraging Real Conversational Data for Multi-Channel Continuous Speech
  Separation
Leveraging Real Conversational Data for Multi-Channel Continuous Speech SeparationInterspeech (Interspeech), 2022
Xiaofei Wang
Dongmei Wang
Naoyuki Kanda
Sefik Emre Eskimez
Takuya Yoshioka
182
9
0
07 Apr 2022
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