Learning Problem-agnostic Speech Representations from Multiple Self-supervised Tasks

6 April 2019

Mirco Ravanelli

Papers citing "Learning Problem-agnostic Speech Representations from Multiple Self-supervised Tasks"

32 / 82 papers shown

Title
Robust wav2vec 2.0: Analyzing Domain Shift in Self-Supervised Pre-Training Wei-Ning Hsu Anuroop Sriram Alexei Baevski Tatiana Likhomanenko Qiantong Xu ... Jacob Kahn Ann Lee R. Collobert Gabriel Synnaeve Michael Auli SSL 25 237 0 02 Apr 2021
Contrastive Learning of Musical Representations Janne Spijkervet J. Burgoyne 36 111 0 17 Mar 2021
Multi-view Audio and Music Classification Huy P Phan Huy Le Nguyen Oliver Y. Chén L. D. Pham P. Koch Ian Mcloughlin Alfred Mertins 39 16 0 03 Mar 2021
Improving speech recognition models with small samples for air traffic control systems Yi Lin Qin Li Bo Yang Zhen Yan Huachun Tan Zhengmao Chen 39 32 0 16 Feb 2021
Multichannel-based learning for audio object extraction Daniel Arteaga Jordi Pons DiffM 13 3 0 11 Feb 2021
Multi-Task Self-Supervised Pre-Training for Music Classification Ho-Hsiang Wu Chieh-Chi Kao Qingming Tang Ming Sun Brian McFee J. P. Bello Chao Wang SSL 39 37 0 05 Feb 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 11 6 0 03 Feb 2021
UniSpeech: Unified Speech Representation Learning with Labeled and Unlabeled Data Chengyi Wang Yu-Huan Wu Yao Qian K. Kumatani Shujie Liu Furu Wei Michael Zeng Xuedong Huang OT SSL 38 112 0 19 Jan 2021
Towards Semi-Supervised Semantics Understanding from Speech Cheng-I Jeff Lai Jin Cao S. Bodapati Shang-Wen Li SSL 22 7 0 11 Nov 2020
Non-Autoregressive Predictive Coding for Learning Speech Representations from Local Dependencies Alexander H. Liu Yu-An Chung James R. Glass SSL 27 87 0 01 Nov 2020
Speech SIMCLR: Combining Contrastive and Reconstruction Objective for Self-supervised Speech Representation Learning Dongwei Jiang Wubo Li Miao Cao Wei Zou Xiangang Li SSL 27 65 0 27 Oct 2020
Probing Acoustic Representations for Phonetic Properties Danni Ma Neville Ryant M. Liberman 25 45 0 25 Oct 2020
Similarity Analysis of Self-Supervised Speech Representations Yu-An Chung Yonatan Belinkov James R. Glass SSL 36 36 0 22 Oct 2020
Contrastive Learning of General-Purpose Audio Representations Aaqib Saeed David Grangier Neil Zeghidour VLM SSL 24 262 0 21 Oct 2020
Representation Learning for Sequence Data with Deep Autoencoding Predictive Components Junwen Bai Weiran Wang Yingbo Zhou Caiming Xiong SSL AI4TS 27 12 0 07 Oct 2020
SESQA: semi-supervised learning for speech quality assessment Joan Serrà Jordi Pons Santiago Pascual 21 42 0 01 Oct 2020
Jointly Fine-Tuning "BERT-like" Self Supervised Models to Improve Multimodal Speech Emotion Recognition Shamane Siriwardhana Andrew Reis Rivindu Weerasekera Suranga Nanayakkara 21 112 0 15 Aug 2020
Pretraining Techniques for Sequence-to-Sequence Voice Conversion Wen-Chin Huang Tomoki Hayashi Yi-Chiao Wu Hirokazu Kameoka T. Toda 27 38 0 07 Aug 2020
TERA: Self-Supervised Learning of Transformer Encoder Representation for Speech Andy T. Liu Shang-Wen Li Hung-yi Lee SSL 62 356 0 12 Jul 2020
Learning Speech Representations from Raw Audio by Joint Audiovisual Self-Supervision Abhinav Shukla Stavros Petridis Maja Pantic SSL 32 16 0 08 Jul 2020
Self-supervised Learning for Speech Enhancement Yuchun Wang Shrikant Venkataramani Paris Smaragdis SSL 19 31 0 18 Jun 2020
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 26 1 0 09 Jun 2020
CSTNet: Contrastive Speech Translation Network for Self-Supervised Speech Representation Learning Sameer Khurana Antoine Laurent James R. Glass SSL 19 12 0 04 Jun 2020
Vector-Quantized Autoregressive Predictive Coding Yu-An Chung Hao Tang James R. Glass SSL 19 114 0 17 May 2020
Does Visual Self-Supervision Improve Learning of Speech Representations for Emotion Recognition? Abhinav Shukla Stavros Petridis Maja Pantic SSL 35 28 0 04 May 2020
Towards Learning a Universal Non-Semantic Representation of Speech Joel Shor A. Jansen Ronnie Maor Oran Lang Omry Tuval Félix de Chaumont Quitry Marco Tagliasacchi Ira Shavitt Dotan Emanuel Yinnon A. Haviv SSL 44 155 0 25 Feb 2020
Limitations of weak labels for embedding and tagging Nicolas Turpault Romain Serizel Emmanuel Vincent 26 9 0 05 Feb 2020
Multi-task self-supervised learning for Robust Speech Recognition Mirco Ravanelli Jianyuan Zhong Santiago Pascual P. Swietojanski João Monteiro J. Trmal Yoshua Bengio SSL 189 288 0 25 Jan 2020
Visually Guided Self Supervised Learning of Speech Representations Abhinav Shukla Konstantinos Vougioukas Pingchuan Ma Stavros Petridis Maja Pantic SSL 29 24 0 13 Jan 2020
Generative Pre-Training for Speech with Autoregressive Predictive Coding Yu-An Chung James R. Glass SSL 29 173 0 23 Oct 2019
Improving Transformer-based Speech Recognition Using Unsupervised Pre-training Dongwei Jiang Xiaoning Lei Wubo Li Ne Luo Yuxuan Hu Wei Zou Xiangang Li 24 99 0 22 Oct 2019
Self-supervised audio representation learning for mobile devices Marco Tagliasacchi Beat Gfeller Félix de Chaumont Quitry Dominik Roblek SSL AI4TS 6 46 0 24 May 2019