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An Exploration of Self-Supervised Pretrained Representations for
  End-to-End Speech Recognition

An Exploration of Self-Supervised Pretrained Representations for End-to-End Speech Recognition

9 October 2021
Xuankai Chang
Takashi Maekaku
Pengcheng Guo
Jing Shi
Yen-Ju Lu
Aswin Shanmugam Subramanian
Tianzi Wang
Shu-Wen Yang
Yu Tsao
Hung-yi Lee
Shinji Watanabe
    SSL
    AI4TS
ArXivPDFHTML

Papers citing "An Exploration of Self-Supervised Pretrained Representations for End-to-End Speech Recognition"

16 / 16 papers shown
Title
Automatic speech recognition for the Nepali language using CNN,
  bidirectional LSTM and ResNet
Automatic speech recognition for the Nepali language using CNN, bidirectional LSTM and ResNet
Manish Dhakal
Arman Chhetri
Aman Kumar Gupta
Prabin B. Lamichhane
S. Pandey
S. Shakya
AI4TS
35
10
0
25 Jun 2024
Towards Effective and Efficient Non-autoregressive Decoding Using
  Block-based Attention Mask
Towards Effective and Efficient Non-autoregressive Decoding Using Block-based Attention Mask
Tianzi Wang
Xurong Xie
Zhaoqing Li
Shoukang Hu
Zengrui Jin
...
Shujie Hu
Mengzhe Geng
Guinan Li
Helen Meng
Xunying Liu
34
0
0
14 Jun 2024
ML-SUPERB 2.0: Benchmarking Multilingual Speech Models Across Modeling
  Constraints, Languages, and Datasets
ML-SUPERB 2.0: Benchmarking Multilingual Speech Models Across Modeling Constraints, Languages, and Datasets
Jiatong Shi
Shih-Heng Wang
William Chen
Martijn Bartelds
Vanya Bannihatti Kumar
...
Xuankai Chang
Dan Jurafsky
Karen Livescu
Hung-yi Lee
Shinji Watanabe
AuLLM
77
5
0
12 Jun 2024
Leveraging Multilingual Self-Supervised Pretrained Models for
  Sequence-to-Sequence End-to-End Spoken Language Understanding
Leveraging Multilingual Self-Supervised Pretrained Models for Sequence-to-Sequence End-to-End Spoken Language Understanding
Pavel Denisov
Ngoc Thang Vu
29
1
0
09 Oct 2023
Investigating Pre-trained Audio Encoders in the Low-Resource Condition
Investigating Pre-trained Audio Encoders in the Low-Resource Condition
Haomiao Yang
Jinming Zhao
Gholamreza Haffari
Ehsan Shareghi
21
6
0
28 May 2023
ML-SUPERB: Multilingual Speech Universal PERformance Benchmark
ML-SUPERB: Multilingual Speech Universal PERformance Benchmark
Jiatong Shi
Dan Berrebbi
William Chen
Ho-Lam Chung
En-Pei Hu
...
Xuankai Chang
Shang-Wen Li
Abdel-rahman Mohamed
Hung-yi Lee
Shinji Watanabe
ELM
55
58
0
18 May 2023
Bridging Speech and Textual Pre-trained Models with Unsupervised ASR
Bridging Speech and Textual Pre-trained Models with Unsupervised ASR
Jiatong Shi
Chan-Jan Hsu
Ho-Lam Chung
Dongji Gao
Leibny Paola García-Perera
Shinji Watanabe
Ann Lee
Hung-yi Lee
32
12
0
06 Nov 2022
End-to-End Integration of Speech Recognition, Dereverberation,
  Beamforming, and Self-Supervised Learning Representation
End-to-End Integration of Speech Recognition, Dereverberation, Beamforming, and Self-Supervised Learning Representation
Yoshiki Masuyama
Xuankai Chang
Samuele Cornell
Shinji Watanabe
Nobutaka Ono
17
19
0
19 Oct 2022
FitHuBERT: Going Thinner and Deeper for Knowledge Distillation of Speech
  Self-Supervised Learning
FitHuBERT: Going Thinner and Deeper for Knowledge Distillation of Speech Self-Supervised Learning
Yeonghyeon Lee
Kangwook Jang
Jahyun Goo
Youngmoon Jung
Hoi-Rim Kim
23
28
0
01 Jul 2022
FeaRLESS: Feature Refinement Loss for Ensembling Self-Supervised
  Learning Features in Robust End-to-end Speech Recognition
FeaRLESS: Feature Refinement Loss for Ensembling Self-Supervised Learning Features in Robust End-to-end Speech Recognition
Szu-Jui Chen
Jiamin Xie
John H. L. Hansen
35
8
0
30 Jun 2022
Self-Supervised Speech Representation Learning: A Review
Self-Supervised Speech Representation Learning: A Review
Abdel-rahman Mohamed
Hung-yi Lee
Lasse Borgholt
Jakob Drachmann Havtorn
Joakim Edin
...
Shang-Wen Li
Karen Livescu
Lars Maaløe
Tara N. Sainath
Shinji Watanabe
SSL
AI4TS
131
349
0
21 May 2022
Combining Spectral and Self-Supervised Features for Low Resource Speech
  Recognition and Translation
Combining Spectral and Self-Supervised Features for Low Resource Speech Recognition and Translation
Dan Berrebbi
Jiatong Shi
Brian Yan
Osbel López-Francisco
Jonathan D. Amith
Shinji Watanabe
10
26
0
05 Apr 2022
End-to-End Integration of Speech Recognition, Speech Enhancement, and
  Self-Supervised Learning Representation
End-to-End Integration of Speech Recognition, Speech Enhancement, and Self-Supervised Learning Representation
Xuankai Chang
Takashi Maekaku
Yuya Fujita
Shinji Watanabe
VLM
51
45
0
01 Apr 2022
Domain Adaptation of low-resource Target-Domain models using
  well-trained ASR Conformer Models
Domain Adaptation of low-resource Target-Domain models using well-trained ASR Conformer Models
Vrunda N. Sukhadia
S. Umesh
30
8
0
18 Feb 2022
Mandarin-English Code-switching Speech Recognition with Self-supervised
  Speech Representation Models
Mandarin-English Code-switching Speech Recognition with Self-supervised Speech Representation Models
Liang-Hsuan Tseng
Yu-Kuan Fu
Heng-Jui Chang
Hung-yi Lee
SSL
28
14
0
07 Oct 2021
DistilHuBERT: Speech Representation Learning by Layer-wise Distillation
  of Hidden-unit BERT
DistilHuBERT: Speech Representation Learning by Layer-wise Distillation of Hidden-unit BERT
Heng-Jui Chang
Shu-Wen Yang
Hung-yi Lee
SSL
37
163
0
05 Oct 2021
1