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Effectiveness of self-supervised pre-training for speech recognition

Effectiveness of self-supervised pre-training for speech recognition

10 November 2019
Alexei Baevski
Michael Auli
Abdel-rahman Mohamed
    SSL
ArXivPDFHTML

Papers citing "Effectiveness of self-supervised pre-training for speech recognition"

26 / 26 papers shown
Title
TESSP: Text-Enhanced Self-Supervised Speech Pre-training
TESSP: Text-Enhanced Self-Supervised Speech Pre-training
Zhuoyuan Yao
Shuo Ren
Sanyuan Chen
Ziyang Ma
Pengcheng Guo
Linfu Xie
22
5
0
24 Nov 2022
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
27
12
0
06 Nov 2022
Masked Autoencoders that Listen
Masked Autoencoders that Listen
Po-Yao (Bernie) Huang
Hu Xu
Juncheng Billy Li
Alexei Baevski
Michael Auli
Wojciech Galuba
Florian Metze
Christoph Feichtenhofer
13
268
0
13 Jul 2022
Predicting within and across language phoneme recognition performance of
  self-supervised learning speech pre-trained models
Predicting within and across language phoneme recognition performance of self-supervised learning speech pre-trained models
Han Ji
T. Patel
O. Scharenborg
29
7
0
24 Jun 2022
Self-Supervised Contrastive Pre-Training For Time Series via
  Time-Frequency Consistency
Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency Consistency
Xiang Zhang
Ziyuan Zhao
Theodoros Tsiligkaridis
Marinka Zitnik
AI4TS
23
271
0
17 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
124
348
0
21 May 2022
Pre-Training Transformer Decoder for End-to-End ASR Model with Unpaired
  Speech Data
Pre-Training Transformer Decoder for End-to-End ASR Model with Unpaired Speech Data
Junyi Ao
Zi-Hua Zhang
Long Zhou
Shujie Liu
Haizhou Li
Tom Ko
Lirong Dai
Jinyu Li
Yao Qian
Furu Wei
SSL
9
19
0
31 Mar 2022
SPIRAL: Self-supervised Perturbation-Invariant Representation Learning
  for Speech Pre-Training
SPIRAL: Self-supervised Perturbation-Invariant Representation Learning for Speech Pre-Training
Wenyong Huang
Zhenhe Zhang
Y. Yeung
Xin Jiang
Qun Liu
17
23
0
25 Jan 2022
Self-Supervised Learning for speech recognition with Intermediate layer
  supervision
Self-Supervised Learning for speech recognition with Intermediate layer supervision
Chengyi Wang
Yu-Huan Wu
Sanyuan Chen
Shujie Liu
Jinyu Li
Yao Qian
Zhenglu Yang
SSL
16
28
0
16 Dec 2021
Lacuna Reconstruction: Self-supervised Pre-training for Low-Resource
  Historical Document Transcription
Lacuna Reconstruction: Self-supervised Pre-training for Low-Resource Historical Document Transcription
Nikolai Vogler
J. Allen
M. Miller
Taylor Berg-Kirkpatrick
18
5
0
16 Dec 2021
Textless Speech-to-Speech Translation on Real Data
Textless Speech-to-Speech Translation on Real Data
Ann Lee
Hongyu Gong
Paul-Ambroise Duquenne
Holger Schwenk
Peng-Jen Chen
...
Sravya Popuri
Yossi Adi
J. Pino
Jiatao Gu
Wei-Ning Hsu
12
142
0
15 Dec 2021
Towards Building ASR Systems for the Next Billion Users
Towards Building ASR Systems for the Next Billion Users
Tahir Javed
Sumanth Doddapaneni
A. Raman
Kaushal Bhogale
Gowtham Ramesh
Anoop Kunchukuttan
Pratyush Kumar
Mitesh M. Khapra
36
54
0
06 Nov 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
22
163
0
05 Oct 2021
Comparison of Self-Supervised Speech Pre-Training Methods on Flemish
  Dutch
Comparison of Self-Supervised Speech Pre-Training Methods on Flemish Dutch
Jakob Poncelet
Hugo Van hamme
SSL
21
1
0
29 Sep 2021
Codified audio language modeling learns useful representations for music
  information retrieval
Codified audio language modeling learns useful representations for music information retrieval
Rodrigo Castellon
Chris Donahue
Percy Liang
76
86
0
12 Jul 2021
Unsupervised Automatic Speech Recognition: A Review
Unsupervised Automatic Speech Recognition: A Review
Hanan Aldarmaki
Asad Ullah
Nazar Zaki
VLM
SSL
31
56
0
09 Jun 2021
Contrastive Semi-supervised Learning for ASR
Contrastive Semi-supervised Learning for ASR
Alex Xiao
Christian Fuegen
Abdel-rahman Mohamed
14
20
0
09 Mar 2021
Bi-APC: Bidirectional Autoregressive Predictive Coding for Unsupervised
  Pre-training and Its Application to Children's ASR
Bi-APC: Bidirectional Autoregressive Predictive Coding for Unsupervised Pre-training and Its Application to Children's ASR
Ruchao Fan
Amber Afshan
Abeer Alwan
18
14
0
12 Feb 2021
Towards Semi-Supervised Semantics Understanding from Speech
Towards Semi-Supervised Semantics Understanding from Speech
Cheng-I Jeff Lai
Jin Cao
S. Bodapati
Shang-Wen Li
SSL
14
7
0
11 Nov 2020
Representation Learning for Sequence Data with Deep Autoencoding
  Predictive Components
Representation Learning for Sequence Data with Deep Autoencoding Predictive Components
Junwen Bai
Weiran Wang
Yingbo Zhou
Caiming Xiong
SSL
AI4TS
18
12
0
07 Oct 2020
LRSpeech: Extremely Low-Resource Speech Synthesis and Recognition
LRSpeech: Extremely Low-Resource Speech Synthesis and Recognition
Jin Xu
Xu Tan
Yi Ren
Tao Qin
Jian Li
Sheng Zhao
Tie-Yan Liu
VLM
16
89
0
09 Aug 2020
TERA: Self-Supervised Learning of Transformer Encoder Representation for
  Speech
TERA: Self-Supervised Learning of Transformer Encoder Representation for Speech
Andy T. Liu
Shang-Wen Li
Hung-yi Lee
SSL
43
356
0
12 Jul 2020
Input-independent Attention Weights Are Expressive Enough: A Study of
  Attention in Self-supervised Audio Transformers
Input-independent Attention Weights Are Expressive Enough: A Study of Attention in Self-supervised Audio Transformers
Tsung-Han Wu
Chun-Chen Hsieh
Yen-Hao Chen
Po-Han Chi
Hung-yi Lee
13
1
0
09 Jun 2020
MusicID: A Brainwave-based User Authentication System for Internet of
  Things
MusicID: A Brainwave-based User Authentication System for Internet of Things
Jinani Sooriyaarachchi
Suranga Seneviratne
Kanchana Thilakarathna
Albert Y. Zomaya
14
18
0
02 Jun 2020
High-Fidelity Audio Generation and Representation Learning with Guided
  Adversarial Autoencoder
High-Fidelity Audio Generation and Representation Learning with Guided Adversarial Autoencoder
Kazi Nazmul Haque
R. Rana
Björn W Schuller
DRL
24
12
0
01 Jun 2020
Large scale weakly and semi-supervised learning for low-resource video
  ASR
Large scale weakly and semi-supervised learning for low-resource video ASR
Kritika Singh
Vimal Manohar
Alex Xiao
Sergey Edunov
Ross B. Girshick
Vitaliy Liptchinsky
Christian Fuegen
Yatharth Saraf
Geoffrey Zweig
Abdel-rahman Mohamed
10
9
0
16 May 2020
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