SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition

18 April 2019

Papers citing "SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition"

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Title
A Crowdsourced Open-Source Kazakh Speech Corpus and Initial Speech Recognition Baseline Yerbolat Khassanov Saida Mussakhojayeva A. Mirzakhmetov A. Adiyev Mukhamet Nurpeiissov H. A. Varol 22 30 0 22 Sep 2020
Cough Against COVID: Evidence of COVID-19 Signature in Cough Sounds Piyush Bagad Aman Dalmia Jigar Doshi Arsha Nagrani Parag Bhamare A. Mahale S. Rane N. Agarwal R. Panicker 34 112 0 17 Sep 2020
On Multitask Loss Function for Audio Event Detection and Localization Huy P Phan L. D. Pham P. Koch Ngoc Q. K. Duong Ian Mcloughlin Alfred Mertins 21 14 0 11 Sep 2020
On Target Segmentation for Direct Speech Translation Mattia Antonino Di Gangi Marco Gaido Matteo Negri Marco Turchi 37 14 0 10 Sep 2020
VoiceFilter-Lite: Streaming Targeted Voice Separation for On-Device Speech Recognition Quan Wang Ignacio López Moreno Mert Saglam K. Wilson Alan Chiao ... Yanzhang He Wei Li Jason W. Pelecanos M. Nika A. Gruenstein VLM 39 82 0 09 Sep 2020
Overview and Evaluation of Sound Event Localization and Detection in DCASE 2019 A. Politis A. Mesaros Sharath Adavanne Toni Heittola Tuomas Virtanen 19 126 0 06 Sep 2020
CRNNs for Urban Sound Tagging with spatiotemporal context Augustin Arnault Nicolas Riche 25 7 0 24 Aug 2020
Speech To Semantics: Improve ASR and NLU Jointly via All-Neural Interfaces Milind Rao A. Raju Pranav Dheram Bach Bui Ariya Rastrow 21 43 0 14 Aug 2020
Distilling the Knowledge of BERT for Sequence-to-Sequence ASR Hayato Futami Hirofumi Inaguma Sei Ueno Masato Mimura S. Sakai Tatsuya Kawahara 24 50 0 09 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 18 90 0 09 Aug 2020
Contextualized Translation of Automatically Segmented Speech Marco Gaido Mattia Antonino Di Gangi Matteo Negri Mauro Cettolo Marco Turchi 25 18 0 05 Aug 2020
Land Cover Classification from Remote Sensing Images Based on Multi-Scale Fully Convolutional Network Rui Li Shunyi Zheng Chenxi Duan Ce Zhang 26 98 0 01 Aug 2020
Semi-Supervised Learning with Data Augmentation for End-to-End ASR F. Weninger F. Mana R. Gemello Jesús Andrés-Ferrer P. Zhan 25 30 0 27 Jul 2020
Efficient minimum word error rate training of RNN-Transducer for end-to-end speech recognition Jinxi Guo Gautam Tiwari J. Droppo Maarten Van Segbroeck Che-Wei Huang A. Stolcke Roland Maas 21 55 0 27 Jul 2020
CoVoST 2 and Massively Multilingual Speech-to-Text Translation Changhan Wang Anne Wu J. Pino SLR 27 72 0 20 Jul 2020
Cross-Lingual Speaker Verification with Domain-Balanced Hard Prototype Mining and Language-Dependent Score Normalization Jenthe Thienpondt Brecht Desplanques Kris Demuynck 17 24 0 15 Jul 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
Class LM and word mapping for contextual biasing in End-to-End ASR Rongqing Huang Ossama Abdel-Hamid Xinwei Li G. Evermann 31 47 0 10 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 31 117 0 02 Jul 2020
Self-Supervised MultiModal Versatile Networks Jean-Baptiste Alayrac Adrià Recasens R. Schneider Relja Arandjelović Jason Ramapuram J. Fauw Lucas Smaira Sander Dieleman Andrew Zisserman SSL 40 372 0 29 Jun 2020
Streaming Transformer ASR with Blockwise Synchronous Beam Search E. Tsunoo Yosuke Kashiwagi Shinji Watanabe 22 11 0 25 Jun 2020
Self-Supervised Representations Improve End-to-End Speech Translation Anne Wu Changhan Wang J. Pino Jiatao Gu SSL 25 40 0 22 Jun 2020
Sound Event Localization and Detection Using Activity-Coupled Cartesian DOA Vector and RD3net Kazuki Shimada Naoya Takahashi Shusuke Takahashi Yuki Mitsufuji 16 19 0 22 Jun 2020
MaxVA: Fast Adaptation of Step Sizes by Maximizing Observed Variance of Gradients Chenfei Zhu Yu Cheng Zhe Gan Furong Huang Jingjing Liu Tom Goldstein ODL 35 2 0 21 Jun 2020
Boosting Active Learning for Speech Recognition with Noisy Pseudo-labeled Samples Jihwan Bang Heesu Kim Y. Yoo Jung-Woo Ha 9 2 0 19 Jun 2020
Are you wearing a mask? Improving mask detection from speech using augmentation by cycle-consistent GANs Nicolae-Cuatualin Ristea Radu Tudor Ionescu CVBM 8 41 0 17 Jun 2020
The JHU Multi-Microphone Multi-Speaker ASR System for the CHiME-6 Challenge Ashish Arora Desh Raj Aswin Shanmugam Subramanian Ke Li Bar Ben Yair Matthew Maciejewski Piotr Żelasko Leibny Paola García-Perera Shinji Watanabe Sanjeev Khudanpur 39 9 0 14 Jun 2020
End-to-End Speech-Translation with Knowledge Distillation: FBK@IWSLT2020 Marco Gaido Mattia Antonino Di Gangi Matteo Negri Marco Turchi 19 53 0 04 Jun 2020
High-Fidelity Audio Generation and Representation Learning with Guided Adversarial Autoencoder Kazi Nazmul Haque R. Rana Björn W Schuller DRL 26 12 0 01 Jun 2020
CLOCS: Contrastive Learning of Cardiac Signals Across Space, Time, and Patients Dani Kiyasseh T. Zhu David Clifton 33 186 0 27 May 2020
Multistream CNN for Robust Acoustic Modeling Kyu Jeong Han Jing Pan Venkata Krishna Naveen Tadala T. Ma Daniel Povey 19 34 0 21 May 2020
Simplified Self-Attention for Transformer-based End-to-End Speech Recognition Haoneng Luo Shiliang Zhang Ming Lei Lei Xie 35 33 0 21 May 2020
A Comparison of Label-Synchronous and Frame-Synchronous End-to-End Models for Speech Recognition Linhao Dong Cheng Yi Jianzong Wang Shiyu Zhou Shuang Xu X. Jia Bo Xu 36 17 0 20 May 2020
Early Stage LM Integration Using Local and Global Log-Linear Combination Wilfried Michel Ralf Schluter Hermann Ney 19 11 0 20 May 2020
BiQGEMM: Matrix Multiplication with Lookup Table For Binary-Coding-based Quantized DNNs Yongkweon Jeon Baeseong Park S. Kwon Byeongwook Kim Jeongin Yun Dongsoo Lee MQ 33 30 0 20 May 2020
Mask CTC: Non-Autoregressive End-to-End ASR with CTC and Mask Predict Yosuke Higuchi Shinji Watanabe Nanxin Chen Tetsuji Ogawa Tetsunori Kobayashi 19 137 0 18 May 2020
Attention-based Transducer for Online Speech Recognition Bin Wang Yan Yin Hui-Ching Lin 18 4 0 18 May 2020
Conformer: Convolution-augmented Transformer for Speech Recognition Anmol Gulati James Qin Chung-Cheng Chiu Niki Parmar Yu Zhang ... Wei Han Shibo Wang Zhengdong Zhang Yonghui Wu Ruoming Pang 107 3,044 0 16 May 2020
Streaming Transformer-based Acoustic Models Using Self-attention with Augmented Memory Chunyang Wu Yongqiang Wang Yangyang Shi Ching-Feng Yeh Frank Zhang RALM 31 60 0 16 May 2020
AccentDB: A Database of Non-Native English Accents to Assist Neural Speech Recognition Afroz Ahamad Ankit Anand Pranesh Bhargava 19 22 0 16 May 2020
Spike-Triggered Non-Autoregressive Transformer for End-to-End Speech Recognition Zhengkun Tian Jiangyan Yi J. Tao Ye Bai Shuai Zhang Zhengqi Wen 16 54 0 16 May 2020
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 31 9 0 16 May 2020
You Do Not Need More Data: Improving End-To-End Speech Recognition by Text-To-Speech Data Augmentation A. Laptev Roman Korostik A. Svischev A. Andrusenko Ivan Medennikov S. Rybin 16 61 0 14 May 2020
Streaming keyword spotting on mobile devices Oleg Rybakov Natasha Kononenko Niranjan A. Subrahmanya Mirkó Visontai Stella Laurenzo AI4TS 19 109 0 14 May 2020
ContextNet: Improving Convolutional Neural Networks for Automatic Speech Recognition with Global Context Wei Han Zhengdong Zhang Yu Zhang Jiahui Yu Chung-Cheng Chiu James Qin Anmol Gulati Ruoming Pang Yonghui Wu 42 259 0 07 May 2020
MultiQT: Multimodal Learning for Real-Time Question Tracking in Speech Jakob Drachmann Havtorn Jan Latko Joakim Edin Lasse Borgholt Lars Maaløe Lorenzo Belgrano Nicolai Frost Jakobsen R. Sdun Zeljko Agic 19 3 0 02 May 2020
Logic-Guided Data Augmentation and Regularization for Consistent Question Answering Akari Asai Hannaneh Hajishirzi NAI 16 111 0 21 Apr 2020
Curriculum Pre-training for End-to-End Speech Translation Chengyi Wang Yu Wu Shujie Liu Ming Zhou Zhenglu Yang 21 108 0 21 Apr 2020
Serialized Output Training for End-to-End Overlapped Speech Recognition Naoyuki Kanda Yashesh Gaur Xiaofei Wang Zhong Meng Takuya Yoshioka 19 113 0 28 Mar 2020
Stochastic Frequency Masking to Improve Super-Resolution and Denoising Networks Majed El Helou Ruofan Zhou Sabine Süsstrunk 24 45 0 16 Mar 2020