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wav2vec: Unsupervised Pre-training for Speech Recognition

11 April 2019

Papers citing "wav2vec: Unsupervised Pre-training for Speech Recognition"

50 / 106 papers shown

Title
Domain Specific Wav2vec 2.0 Fine-tuning For The SE&R 2022 Challenge A. I. S. Ferreira Gustavo dos Reis Oliveira 111 3 0 29 Jul 2022
Multi-level Fusion of Wav2vec 2.0 and BERT for Multimodal Emotion Recognition Zihan Zhao Yanfeng Wang Yu Wang 57 34 0 11 Jul 2022
Comparison of Speech Representations for the MOS Prediction System A. Kunikoshi Jaebok Kim Won-Suk Jun K. Sjölander 30 1 0 28 Jun 2022
Revisiting End-to-End Speech-to-Text Translation From Scratch Biao Zhang Barry Haddow Rico Sennrich 81 39 0 09 Jun 2022
Self-supervised models of audio effectively explain human cortical responses to speech Aditya R. Vaidya Shailee Jain Alexander G. Huth 86 50 0 27 May 2022
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 285 368 0 21 May 2022
Foundation Posteriors for Approximate Probabilistic Inference Mike Wu Noah D. Goodman UQCV 94 6 0 19 May 2022
WaBERT: A Low-resource End-to-end Model for Spoken Language Understanding and Speech-to-BERT Alignment Lin Yao Jianfei Song Rui Xu Yingfang Yang Zijian Chen Yafeng Deng VLM 104 2 0 22 Apr 2022
End-to-End Speech Translation for Code Switched Speech Orion Weller Matthias Sperber Telmo Pires Hendra Setiawan Christian Gollan Dominic Telaar Matthias Paulik 133 29 0 11 Apr 2022
Self-Supervised Audio-and-Text Pre-training with Extremely Low-Resource Parallel Data Yunxing Kang Tianqiao Liu Hang Li Y. Hao Wenbiao Ding 72 8 0 10 Apr 2022
Federated Self-supervised Speech Representations: Are We There Yet? Yan Gao Javier Fernandez-Marques Titouan Parcollet Abhinav Mehrotra Nicholas D. Lane 75 13 0 06 Apr 2022
Anti-Spoofing Using Transfer Learning with Variational Information Bottleneck Youngsik Eom Yeonghyeon Lee Ji Sub Um Hoi-Rim Kim 118 26 0 04 Apr 2022
How Does Pre-trained Wav2Vec 2.0 Perform on Domain Shifted ASR? An Extensive Benchmark on Air Traffic Control Communications Juan Pablo Zuluaga Amrutha Prasad Iuliia Nigmatulina Seyyed Saeed Sarfjoo P. Motlícek Matthias Kleinert H. Helmke Oliver Ohneiser Qingran Zhan 78 44 0 31 Mar 2022
Visualizations of Complex Sequences of Family-Infant Vocalizations Using Bag-of-Audio-Words Approach Based on Wav2vec 2.0 Features Jialu Li M. Hasegawa-Johnson Nancy L. McElwain 51 0 0 29 Mar 2022
GCNet: Graph Completion Network for Incomplete Multimodal Learning in Conversation Zheng Lian Lang Chen Guoying Zhao B. Liu J. Tao 100 104 0 04 Mar 2022
Assessing the State of Self-Supervised Human Activity Recognition using Wearables H. Haresamudram Irfan Essa Thomas Plötz SSL 95 94 0 22 Feb 2022
A Practical Guide to Logical Access Voice Presentation Attack Detection Xin Wang Junichi Yamagishi AAML 106 11 0 10 Jan 2022
A New Amharic Speech Emotion Dataset and Classification Benchmark E. A. Retta Eiad Almekhlafi R. Sutcliffe Mustafa Mhamed Haider Ali Junlong Feng 44 12 0 07 Jan 2022
Learning Nigerian accent embeddings from speech: preliminary results based on SautiDB-Naija corpus Tejumade Afonja Oladimeji Mudele Iroro Orife Kenechi Dukor Lawrence Francis Duru Goodness Oluwafemi Azeez Ademola Malomo Clinton Mbataku 50 4 0 12 Dec 2021
Towards Learning Universal Audio Representations Luyu Wang Pauline Luc Yan Wu Adrià Recasens Lucas Smaira ... Andrew Jaegle Jean-Baptiste Alayrac Sander Dieleman João Carreira Aaron van den Oord SSL 126 71 0 23 Nov 2021
SLUE: New Benchmark Tasks for Spoken Language Understanding Evaluation on Natural Speech Suwon Shon Ankita Pasad Felix Wu Pablo Brusco Yoav Artzi Karen Livescu Kyu Jeong Han AuLLM ELM 106 76 0 19 Nov 2021
Recent Advances in End-to-End Automatic Speech Recognition Jinyu Li VLM 167 378 0 02 Nov 2021
Wav2CLIP: Learning Robust Audio Representations From CLIP Ho-Hsiang Wu Prem Seetharaman Kundan Kumar J. P. Bello CLIP VLM 145 274 0 21 Oct 2021
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 42 14 0 07 Oct 2021
DistilHuBERT: Speech Representation Learning by Layer-wise Distillation of Hidden-unit BERT Heng-Jui Chang Shu-Wen Yang Hung-yi Lee SSL 151 175 0 05 Oct 2021
Comparison of Self-Supervised Speech Pre-Training Methods on Flemish Dutch Jakob Poncelet Hugo Van hamme SSL 56 1 0 29 Sep 2021
Live Speech Portraits: Real-Time Photorealistic Talking-Head Animation Yuanxun Lu Jinxiang Chai Xun Cao 95 89 0 22 Sep 2021
Self-supervised Contrastive Cross-Modality Representation Learning for Spoken Question Answering Chenyu You Nuo Chen Yuexian Zou SSL 102 64 0 08 Sep 2021
CTAL: Pre-training Cross-modal Transformer for Audio-and-Language Representations Hang Li Yunxing Kang Tianqiao Liu Wenbiao Ding Zitao Liu 71 19 0 01 Sep 2021
Contrastive Language-Image Pre-training for the Italian Language Federico Bianchi Giuseppe Attanasio Raphael Pisoni Silvia Terragni Gabriele Sarti S. Lakshmi VLM CLIP 83 30 0 19 Aug 2021
W2v-BERT: Combining Contrastive Learning and Masked Language Modeling for Self-Supervised Speech Pre-Training Yu-An Chung Yu Zhang Wei Han Chung-Cheng Chiu James Qin Ruoming Pang Yonghui Wu SSL VLM 88 429 0 07 Aug 2021
Spoken Moments: Learning Joint Audio-Visual Representations from Video Descriptions Mathew Monfort SouYoung Jin Alexander H. Liu David Harwath Rogerio Feris James Glass Aude Oliva 56 60 0 10 May 2021
Leveraging pre-trained representations to improve access to untranscribed speech from endangered languages Nay San Martijn Bartelds Mitchell Browne Lily Clifford Fiona Gibson ... Jane Simpson Myfany Turpin Maria Vollmer Sasha Wilmoth Dan Jurafsky 53 16 0 26 Mar 2021
Supervised Contrastive Replay: Revisiting the Nearest Class Mean Classifier in Online Class-Incremental Continual Learning Zheda Mai Ruiwen Li Hyunwoo J. Kim Scott Sanner CLL 99 188 0 22 Mar 2021
General-Purpose Speech Representation Learning through a Self-Supervised Multi-Granularity Framework Yucheng Zhao Dacheng Yin Chong Luo Zhiyuan Zhao Chuanxin Tang Wenjun Zeng Zhengjun Zha SSL 52 6 0 03 Feb 2021
DeCoAR 2.0: Deep Contextualized Acoustic Representations with Vector Quantization Shaoshi Ling Yuzong Liu 75 107 0 11 Dec 2020
Exploring wav2vec 2.0 on speaker verification and language identification Zhiyun Fan Meng Li Shiyu Zhou Bo Xu 159 203 0 11 Dec 2020
On the use of Self-supervised Pre-trained Acoustic and Linguistic Features for Continuous Speech Emotion Recognition Manon Macary Marie Tahon Yannick Esteve Anthony Rousseau SSL 77 55 0 18 Nov 2020
Non-Autoregressive Predictive Coding for Learning Speech Representations from Local Dependencies Alexander H. Liu Yu-An Chung James R. Glass SSL 89 88 0 01 Nov 2020
Robust Raw Waveform Speech Recognition Using Relevance Weighted Representations Purvi Agrawal Sriram Ganapathy 13 2 0 29 Oct 2020
Semi-Supervised Spoken Language Understanding via Self-Supervised Speech and Language Model Pretraining Cheng-I Jeff Lai Yung-Sung Chuang Hung-yi Lee Shang-Wen Li James R. Glass VLM SSL 93 60 0 26 Oct 2020
Probing Acoustic Representations for Phonetic Properties Danni Ma Neville Ryant M. Liberman 108 45 0 25 Oct 2020
Representation Learning for Sequence Data with Deep Autoencoding Predictive Components Junwen Bai Weiran Wang Yingbo Zhou Caiming Xiong SSL AI4TS 75 12 0 07 Oct 2020
Jointly Fine-Tuning "BERT-like" Self Supervised Models to Improve Multimodal Speech Emotion Recognition Shamane Siriwardhana Andrew Reis Rivindu Weerasekera Suranga Nanayakkara 85 112 0 15 Aug 2020
LRSpeech: Extremely Low-Resource Speech Synthesis and Recognition Jin Xu Xu Tan Yi Ren Tao Qin Jian Li Sheng Zhao Tie-Yan Liu VLM 70 91 0 09 Aug 2020
Multimodal Semi-supervised Learning Framework for Punctuation Prediction in Conversational Speech Monica Sunkara S. Ronanki Dhanush Bekal S. Bodapati Katrin Kirchhoff 69 32 0 03 Aug 2020
Data Augmenting Contrastive Learning of Speech Representations in the Time Domain Eugene Kharitonov M. Rivière Gabriel Synnaeve Lior Wolf Pierre-Emmanuel Mazaré Matthijs Douze Emmanuel Dupoux 137 118 0 02 Jul 2020
Audio ALBERT: A Lite BERT for Self-supervised Learning of Audio Representation Po-Han Chi Pei-Hung Chung Tsung-Han Wu Chun-Cheng Hsieh Yen-Hao Chen Shang-Wen Li Hung-yi Lee SSL 95 148 0 18 May 2020
Vector-Quantized Autoregressive Predictive Coding Yu-An Chung Hao Tang James R. Glass SSL 57 115 0 17 May 2020
Unsupervised pretraining transfers well across languages M. Rivière Armand Joulin Pierre-Emmanuel Mazaré Emmanuel Dupoux SSL VLM 73 209 0 07 Feb 2020