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
On the limit of English conversational speech recognition Zoltán Tüske G. Saon Brian Kingsbury 27 50 0 03 May 2021
Searchable Hidden Intermediates for End-to-End Models of Decomposable Sequence Tasks Siddharth Dalmia Brian Yan Vikas Raunak Florian Metze Shinji Watanabe 47 30 0 02 May 2021
Scaling End-to-End Models for Large-Scale Multilingual ASR Yue Liu Ruoming Pang Tara N. Sainath Anmol Gulati Yu Zhang James Qin Parisa Haghani Wenjie Huang Min Ma Junwen Bai CLL 34 76 0 30 Apr 2021
Shot Contrastive Self-Supervised Learning for Scene Boundary Detection Shixing Chen Xiaohan Nie David D. Fan Dongqing Zhang Vimal Bhat Raffay Hamid SSL 31 62 0 28 Apr 2021
Joint Representation Learning and Novel Category Discovery on Single- and Multi-modal Data Xu Jia Kai Han Yukun Zhu Bradley Green 159 57 0 26 Apr 2021
Beyond Voice Activity Detection: Hybrid Audio Segmentation for Direct Speech Translation Marco Gaido Matteo Negri Mauro Cettolo Marco Turchi VLM 58 25 0 23 Apr 2021
Label-Synchronous Speech-to-Text Alignment for ASR Using Forward and Backward Transformers Yusuke Kida Tatsuya Komatsu M. Togami 21 1 0 21 Apr 2021
Fusing information streams in end-to-end audio-visual speech recognition Wentao Yu Steffen Zeiler D. Kolossa 81 12 0 19 Apr 2021
Advanced Long-context End-to-end Speech Recognition Using Context-expanded Transformers Takaaki Hori Niko Moritz Chiori Hori Jonathan Le Roux 30 34 0 19 Apr 2021
Large-Scale Self- and Semi-Supervised Learning for Speech Translation Changhan Wang Anne Wu J. Pino Alexei Baevski Michael Auli Alexis Conneau SSL 33 44 0 14 Apr 2021
Comparing the Benefit of Synthetic Training Data for Various Automatic Speech Recognition Architectures Nick Rossenbach Mohammad Zeineldeen Benedikt Hilmes Ralf Schluter Hermann Ney 36 12 0 12 Apr 2021
Generalized Spoofing Detection Inspired from Audio Generation Artifacts Yang Gao Tyler Vuong Mahsa Elyasi Gaurav Bharaj Rita Singh 26 20 0 08 Apr 2021
Graph Attention Networks for Anti-Spoofing Hemlata Tak Jee-weon Jung J. Patino Massimiliano Todisco Nicholas W. D. Evans 49 66 0 08 Apr 2021
Contextualized Streaming End-to-End Speech Recognition with Trie-Based Deep Biasing and Shallow Fusion Duc Le Mahaveer Jain Gil Keren Suyoun Kim Yangyang Shi ... Yuan Shangguan Christian Fuegen Ozlem Kalinli Yatharth Saraf M. Seltzer 32 90 0 05 Apr 2021
Semantic Distance: A New Metric for ASR Performance Analysis Towards Spoken Language Understanding Suyoun Kim Abhinav Arora Duc Le Ching-Feng Yeh Christian Fuegen Ozlem Kalinli M. Seltzer 35 25 0 05 Apr 2021
AST: Audio Spectrogram Transformer Yuan Gong Yu-An Chung James R. Glass ViT 58 839 0 05 Apr 2021
Towards Lifelong Learning of End-to-end ASR Heng-Jui Chang Hung-yi Lee Lin-Shan Lee KELM CLL 35 34 0 04 Apr 2021
HMM-Free Encoder Pre-Training for Streaming RNN Transducer Lu Huang J. Sun Yu Tang Junfeng Hou Jinkun Chen Jun Zhang Zejun Ma 25 3 0 02 Apr 2021
Keyword Transformer: A Self-Attention Model for Keyword Spotting Axel Berg Mark O'Connor M. T. Cruz 29 133 0 01 Apr 2021
A study of latent monotonic attention variants Albert Zeyer Ralf Schluter Hermann Ney 24 5 0 30 Mar 2021
Scaling sparsemax based channel selection for speech recognition with ad-hoc microphone arrays Junqi Chen Xiao-Lei Zhang 15 10 0 29 Mar 2021
Residual Energy-Based Models for End-to-End Speech Recognition Qiujia Li Yu Zhang Yue Liu Liangliang Cao P. Woodland 33 14 0 25 Mar 2021
Space-Time Crop & Attend: Improving Cross-modal Video Representation Learning Mandela Patrick Yuki M. Asano Bernie Huang Ishan Misra Florian Metze Joao Henriques Andrea Vedaldi AI4TS 31 33 0 18 Mar 2021
Advancing RNN Transducer Technology for Speech Recognition G. Saon Zoltan Tueske Daniel Bolaños Brian Kingsbury 43 86 0 17 Mar 2021
Transformer-based ASR Incorporating Time-reduction Layer and Fine-tuning with Self-Knowledge Distillation Md. Akmal Haidar Chao Xing Mehdi Rezagholizadeh 27 7 0 17 Mar 2021
Reweighting Augmented Samples by Minimizing the Maximal Expected Loss Mingyang Yi Lu Hou Lifeng Shang Xin Jiang Qun Liu Zhi-Ming Ma 17 19 0 16 Mar 2021
Dynamic Acoustic Unit Augmentation With BPE-Dropout for Low-Resource End-to-End Speech Recognition A. Laptev A. Andrusenko Ivan Podluzhny Anton Mitrofanov Ivan Medennikov Yuri N. Matveev VLM 26 14 0 12 Mar 2021
Wav2vec-C: A Self-supervised Model for Speech Representation Learning Samik Sadhu Di He Che-Wei Huang Sri Harish Reddy Mallidi Minhua Wu Ariya Rastrow A. Stolcke J. Droppo Roland Maas SSL 20 48 0 09 Mar 2021
Contrastive Semi-supervised Learning for ASR Alex Xiao Christian Fuegen Abdel-rahman Mohamed 26 20 0 09 Mar 2021
Slow-Fast Auditory Streams For Audio Recognition Evangelos Kazakos Arsha Nagrani Andrew Zisserman Dima Damen 28 66 0 05 Mar 2021
An Empirical Study of End-to-end Simultaneous Speech Translation Decoding Strategies H. Nguyen Yannick Esteve Laurent Besacier 35 19 0 04 Mar 2021
Perceiver: General Perception with Iterative Attention Andrew Jaegle Felix Gimeno Andrew Brock Andrew Zisserman Oriol Vinyals João Carreira VLM ViT MDE 91 978 0 04 Mar 2021
The NPU System for the 2020 Personalized Voice Trigger Challenge Jingyong Hou Li Zhang Yihui Fu Qing Wang Zhanheng Yang Qijie Shao Lei Xie 29 7 0 26 Feb 2021
MixSpeech: Data Augmentation for Low-resource Automatic Speech Recognition Linghui Meng Jin Xu Xu Tan Jindong Wang Tao Qin Bo Xu VLM 66 77 0 25 Feb 2021
The Accented English Speech Recognition Challenge 2020: Open Datasets, Tracks, Baselines, Results and Methods Xian Shi Fan Yu Yizhou Lu Yuhao Liang Qiangze Feng Daliang Wang Y. Qian Lei Xie 26 66 0 20 Feb 2021
End-to-End Neural Systems for Automatic Children Speech Recognition: An Empirical Study Prashanth Gurunath Shivakumar Shrikanth Narayanan 30 48 0 19 Feb 2021
End-to-End Automatic Speech Recognition with Deep Mutual Learning Ryo Masumura Mana Ihori Akihiko Takashima Tomohiro Tanaka Takanori Ashihara 27 5 0 16 Feb 2021
Hierarchical Transformer-based Large-Context End-to-end ASR with Large-Context Knowledge Distillation Ryo Masumura Naoki Makishima Mana Ihori Akihiko Takashima Tomohiro Tanaka Shota Orihashi 33 29 0 16 Feb 2021
Adversarial defense for automatic speaker verification by cascaded self-supervised learning models Haibin Wu Xu Li Andy T. Liu Zhiyong Wu Helen Meng Hung-yi Lee AAML 34 40 0 14 Feb 2021
Enhancing Audio Augmentation Methods with Consistency Learning Turab Iqbal Karim Helwani A. Krishnaswamy Wenwu Wang 29 5 0 09 Feb 2021
PSLA: Improving Audio Tagging with Pretraining, Sampling, Labeling, and Aggregation Yuan Gong Yu-An Chung James R. Glass VLM 104 144 0 02 Feb 2021
LEAF: A Learnable Frontend for Audio Classification Neil Zeghidour O. Teboul Félix de Chaumont Quitry Marco Tagliasacchi VLM AAML 85 144 0 21 Jan 2021
Arabic Speech Recognition by End-to-End, Modular Systems and Human A. Hussein Shinji Watanabe Ahmed M. Ali VLM 24 47 0 21 Jan 2021
Tiny Transducer: A Highly-efficient Speech Recognition Model on Edge Devices Yuekai Zhang Sining Sun Long Ma 37 28 0 18 Jan 2021
An evaluation of word-level confidence estimation for end-to-end automatic speech recognition Dan Oneaţă Alexandru Caranica Adriana Stan H. Cucu UQCV 37 25 0 14 Jan 2021
A Four-Stage Data Augmentation Approach to ResNet-Conformer Based Acoustic Modeling for Sound Event Localization and Detection Qing Wang Jun Du Hua-Xin Wu Jia Pan Feng Ma Chin-Hui Lee 15 79 0 08 Jan 2021
Environment Transfer for Distributed Systems Chunheng Jiang Jae-wook Ahn N. Desai 28 1 0 06 Jan 2021
AutoDropout: Learning Dropout Patterns to Regularize Deep Networks Hieu H. Pham Quoc V. Le 76 56 0 05 Jan 2021
NeurST: Neural Speech Translation Toolkit Chengqi Zhao Mingxuan Wang Qianqian Dong Rong Ye Lei Li 30 32 0 18 Dec 2020
CIF-based Collaborative Decoding for End-to-end Contextual Speech Recognition Minglun Han Linhao Dong Shiyu Zhou Bo Xu 21 21 0 17 Dec 2020