Automatic Data Augmentation Selection and Parametrization in Contrastive Self-Supervised Speech Representation Learning

8 April 2022

Papers citing "Automatic Data Augmentation Selection and Parametrization in Contrastive Self-Supervised Speech Representation Learning"

26 / 26 papers shown

Title
Augmented Contrastive Self-Supervised Learning for Audio Invariant Representations M Motavali Emami Dung T. Tran K. Koishida SSL 40 2 0 21 Dec 2021
Universal Paralinguistic Speech Representations Using Self-Supervised Conformers Joel Shor A. Jansen Wei Han Daniel S. Park Yu Zhang SSL AI4TS 96 59 0 09 Oct 2021
Pretext Tasks selection for multitask self-supervised speech representation learning Salah Zaiem Titouan Parcollet S. Essid Abdel Heba SSL 47 12 0 01 Jul 2021
Self-Supervised Learning with Kernel Dependence Maximization Yazhe Li Roman Pogodin Danica J. Sutherland Arthur Gretton SSL 73 84 0 15 Jun 2021
SpeechBrain: A General-Purpose Speech Toolkit Mirco Ravanelli Titouan Parcollet Peter William VanHarn Plantinga Aku Rouhe Samuele Cornell ... William Aris Hwidong Na Yan Gao R. Mori Yoshua Bengio 83 767 0 08 Jun 2021
Conditional independence for pretext task selection in Self-supervised speech representation learning Salah Zaiem Titouan Parcollet S. Essid SSL 32 4 0 15 Apr 2021
Contrastive Learning of General-Purpose Audio Representations Aaqib Saeed David Grangier Neil Zeghidour VLM SSL 74 269 0 21 Oct 2020
CLAR: Contrastive Learning of Auditory Representations Haider Al-Tahan Y. Mohsenzadeh SSL 174 56 0 19 Oct 2020
What Should Not Be Contrastive in Contrastive Learning Tete Xiao Xiaolong Wang Alexei A. Efros Trevor Darrell SSL DRL 79 303 0 13 Aug 2020
Predicting What You Already Know Helps: Provable Self-Supervised Learning Jason D. Lee Qi Lei Nikunj Saunshi Jiacheng Zhuo SSL 77 188 0 03 Aug 2020
Evaluating the reliability of acoustic speech embeddings Robin Algayres Mohamed Salah Zaiem Benoît Sagot Emmanuel Dupoux 67 29 0 27 Jul 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 127 118 0 02 Jul 2020
wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations Alexei Baevski Henry Zhou Abdel-rahman Mohamed Michael Auli SSL 285 5,801 0 20 Jun 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 371 6,833 0 13 Jun 2020
What Makes for Good Views for Contrastive Learning? Yonglong Tian Chen Sun Ben Poole Dilip Krishnan Cordelia Schmid Phillip Isola SSL 114 1,335 0 20 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 128 158 0 25 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 375 18,778 0 13 Feb 2020
Unsupervised pretraining transfers well across languages M. Rivière Armand Joulin Pierre-Emmanuel Mazaré Emmanuel Dupoux SSL VLM 50 209 0 07 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 279 290 0 25 Jan 2020
Common Voice: A Massively-Multilingual Speech Corpus Rosana Ardila Megan Branson Kelly Davis Michael Henretty M. Kohler Josh Meyer Reuben Morais Lindsay Saunders Francis M. Tyers Gregor Weber VLM 91 1,600 0 13 Dec 2019
Mockingjay: Unsupervised Speech Representation Learning with Deep Bidirectional Transformer Encoders Andy T. Liu Shu-Wen Yang Po-Han Chi Po-Chun Hsu Hung-yi Lee SSL 148 374 0 25 Oct 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 142 18,168 0 28 May 2019
SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition Daniel S. Park William Chan Yu Zhang Chung-Cheng Chiu Barret Zoph E. D. Cubuk Quoc V. Le VLM 177 3,465 0 18 Apr 2019
A Theoretical Analysis of Contrastive Unsupervised Representation Learning Sanjeev Arora H. Khandeparkar M. Khodak Orestis Plevrakis Nikunj Saunshi SSL 100 784 0 25 Feb 2019
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 351 10,349 0 10 Jul 2018
VoxCeleb: a large-scale speaker identification dataset Arsha Nagrani Joon Son Chung Andrew Zisserman 127 2,279 0 26 Jun 2017