SOA: Reducing Domain Mismatch in SSL Pipeline by Speech Only Adaptation for Low Resource ASR

15 June 2024

Papers citing "SOA: Reducing Domain Mismatch in SSL Pipeline by Speech Only Adaptation for Low Resource ASR"

19 / 19 papers shown

Title
Prompting and Adapter Tuning for Self-supervised Encoder-Decoder Speech Model Kai-Wei Chang Ming-Hsin Chen Yun-Ping Lin Jing Neng Hsu Paul Kuo-Ming Huang Chien-yu Huang Shang-Wen Li Hung-yi Lee 88 6 0 04 Oct 2023
Wav2code: Restore Clean Speech Representations via Codebook Lookup for Noise-Robust ASR Yuchen Hu Cheng Chen Qiu-shi Zhu Eng Siong Chng 116 16 0 11 Apr 2023
Improving Accented Speech Recognition with Multi-Domain Training Lucas Maison Yannick Esteve 79 9 0 14 Mar 2023
CHAPTER: Exploiting Convolutional Neural Network Adapters for Self-supervised Speech Models Zih-Ching Chen Yu-Shun Sung Hung-yi Lee 69 19 0 01 Dec 2022
Opening the Black Box of wav2vec Feature Encoder Kwanghee Choi Eunjung Yeo SSL 72 16 0 27 Oct 2022
Exploring Efficient-tuning Methods in Self-supervised Speech Models Zih-Ching Chen Chin-Lun Fu Chih-Ying Liu Shang-Wen Li Hung-yi Lee 60 41 0 10 Oct 2022
DRAFT: A Novel Framework to Reduce Domain Shifting in Self-supervised Learning and Its Application to Children's ASR Ruchao Fan Abeer Alwan 75 30 0 16 Jun 2022
Measuring the Impact of Individual Domain Factors in Self-Supervised Pre-Training Ramon Sanabria Wei-Ning Hsu Alexei Baevski Michael Auli 48 7 0 01 Mar 2022
XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale Arun Babu Changhan Wang Andros Tjandra Kushal Lakhotia Qiantong Xu ... Yatharth Saraf J. Pino Alexei Baevski Alexis Conneau Michael Auli SSL 110 708 0 17 Nov 2021
WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processing Sanyuan Chen Chengyi Wang Zhengyang Chen Yu-Huan Wu Shujie Liu ... Yao Qian Jian Wu Micheal Zeng Xiangzhan Yu Furu Wei SSL 265 1,898 0 26 Oct 2021
An Exploration of Self-Supervised Pretrained Representations for End-to-End Speech Recognition Xuankai Chang Takashi Maekaku Pengcheng Guo Jing Shi Yen-Ju Lu ... Tianzi Wang Shu-Wen Yang Yu Tsao Hung-yi Lee Shinji Watanabe SSL AI4TS 57 81 0 09 Oct 2021
Magic dust for cross-lingual adaptation of monolingual wav2vec-2.0 Sameer Khurana Antoine Laurent James R. Glass VLM 94 18 0 07 Oct 2021
BigSSL: Exploring the Frontier of Large-Scale Semi-Supervised Learning for Automatic Speech Recognition Yu Zhang Daniel S. Park Wei Han James Qin Anmol Gulati ... Zhifeng Chen Quoc V. Le Chung-Cheng Chiu Ruoming Pang Yonghui Wu SSL 67 175 0 27 Sep 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 184 2,993 0 14 Jun 2021
Pushing the Limits of Semi-Supervised Learning for Automatic Speech Recognition Yu Zhang James Qin Daniel S. Park Wei Han Chung-Cheng Chiu Ruoming Pang Quoc V. Le Yonghui Wu VLM SSL 213 310 0 20 Oct 2020
wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations Alexei Baevski Henry Zhou Abdel-rahman Mohamed Michael Auli SSL 299 5,837 0 20 Jun 2020
A Further Study of Unsupervised Pre-training for Transformer Based Speech Recognition Dongwei Jiang Wubo Li Ruixiong Zhang Miao Cao Ne Luo Yang Han Wei Zou Xiangang Li SSL 47 29 0 20 May 2020
Don't Stop Pretraining: Adapt Language Models to Domains and Tasks Suchin Gururangan Ana Marasović Swabha Swayamdipta Kyle Lo Iz Beltagy Doug Downey Noah A. Smith VLM AI4CE CLL 164 2,435 0 23 Apr 2020
fairseq: A Fast, Extensible Toolkit for Sequence Modeling Myle Ott Sergey Edunov Alexei Baevski Angela Fan Sam Gross Nathan Ng David Grangier Michael Auli VLM FaML 116 3,156 0 01 Apr 2019