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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"

50 / 1,039 papers shown

Title
Beyond Voice Activity Detection: Hybrid Audio Segmentation for Direct Speech Translation Marco Gaido Matteo Negri Mauro Cettolo Marco Turchi VLM 109 25 0 23 Apr 2021
Label-Synchronous Speech-to-Text Alignment for ASR Using Forward and Backward Transformers Yusuke Kida Tatsuya Komatsu M. Togami 44 1 0 21 Apr 2021
Fusing information streams in end-to-end audio-visual speech recognition Wentao Yu Steffen Zeiler D. Kolossa 115 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 76 34 0 19 Apr 2021
Attentive max feature map and joint training for acoustic scene classification Hye-jin Shim Jee-weon Jung Ju-ho Kim Ha-Jin Yu 25 6 0 15 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 81 46 0 14 Apr 2021
EAT: Enhanced ASR-TTS for Self-supervised Speech Recognition M. Baskar L. Burget Shinji Watanabe Ramón Fernández Astudillo J. Černocký 125 26 0 13 Apr 2021
Source and Target Bidirectional Knowledge Distillation for End-to-end Speech Translation Hirofumi Inaguma Tatsuya Kawahara Shinji Watanabe 82 43 0 13 Apr 2021
Improved Conformer-based End-to-End Speech Recognition Using Neural Architecture Search Yukun Liu Ta Li Pengyuan Zhang Yonghong Yan AI4TS 35 7 0 12 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 72 12 0 12 Apr 2021
Non-autoregressive Transformer-based End-to-end ASR using BERT Fu-Hao Yu Kuan-Yu Chen 59 23 0 10 Apr 2021
Generalized Spoofing Detection Inspired from Audio Generation Artifacts Yang Gao Tyler Vuong Mahsa Elyasi Gaurav Bharaj Rita Singh 73 21 0 08 Apr 2021
Graph Attention Networks for Anti-Spoofing Hemlata Tak Jee-weon Jung J. Patino Massimiliano Todisco Nicholas W. D. Evans 106 69 0 08 Apr 2021
WNARS: WFST based Non-autoregressive Streaming End-to-End Speech Recognition Zhichao Wang Wenwen Yang Pan Zhou Wei Chen RALM 66 18 0 08 Apr 2021
Pushing the Limits of Non-Autoregressive Speech Recognition Edwin G. Ng Chung-Cheng Chiu Yu Zhang William Chan VLM 62 27 0 07 Apr 2021
FSR: Accelerating the Inference Process of Transducer-Based Models by Applying Fast-Skip Regularization Zhengkun Tian Jiangyan Yi Ye Bai J. Tao Shuai Zhang Zhengqi Wen 49 16 0 07 Apr 2021
Capturing Multi-Resolution Context by Dilated Self-Attention Niko Moritz Takaaki Hori Jonathan Le Roux 32 7 0 07 Apr 2021
Exploring Targeted Universal Adversarial Perturbations to End-to-end ASR Models Zhiyun Lu Wei Han Yu Zhang Liangliang Cao AAML 89 17 0 06 Apr 2021
Relaxing the Conditional Independence Assumption of CTC-based ASR by Conditioning on Intermediate Predictions Jumon Nozaki Tatsuya Komatsu 86 75 0 06 Apr 2021
Non-autoregressive Mandarin-English Code-switching Speech Recognition Shun-Po Chuang Heng-Jui Chang Sung-Feng Huang Hung-yi Lee 88 15 0 06 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 89 102 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 72 28 0 05 Apr 2021
SpeechStew: Simply Mix All Available Speech Recognition Data to Train One Large Neural Network William Chan Daniel S. Park Chris A. Lee Yu Zhang Quoc V. Le Mohammad Norouzi AI4TS 90 138 0 05 Apr 2021
AST: Audio Spectrogram Transformer Yuan Gong Yu-An Chung James R. Glass ViT 217 887 0 05 Apr 2021
Towards Lifelong Learning of End-to-end ASR Heng-Jui Chang Hung-yi Lee Lin-Shan Lee KELM CLL 94 34 0 04 Apr 2021
TSNAT: Two-Step Non-Autoregressvie Transformer Models for Speech Recognition Zhengkun Tian Jiangyan Yi J. Tao Ye Bai Shuai Zhang Zhengqi Wen Xuefei Liu 49 19 0 04 Apr 2021
Few-Shot Keyword Spotting in Any Language Mark Mazumder Colby R. Banbury Josh Meyer Pete Warden Vijay Janapa Reddi 84 45 0 03 Apr 2021
On-the-Fly Aligned Data Augmentation for Sequence-to-Sequence ASR Tsz Kin Lam Mayumi Ohta Shigehiko Schamoni Stefan Riezler 99 27 0 03 Apr 2021
Keyword Transformer: A Self-Attention Model for Keyword Spotting Axel Berg Mark O'Connor M. T. Cruz 101 136 0 01 Apr 2021
SpecAugment++: A Hidden Space Data Augmentation Method for Acoustic Scene Classification Helin Wang Yuexian Zou Wenwu Wang 65 44 0 31 Mar 2021
Integer-only Zero-shot Quantization for Efficient Speech Recognition Sehoon Kim A. Gholami Z. Yao Nicholas Lee Patrick Wang Aniruddha Nrusimha Bohan Zhai Tianren Gao Michael W. Mahoney Kurt Keutzer MQ 99 25 0 31 Mar 2021
Transformer-based end-to-end speech recognition with residual Gaussian-based self-attention Chen Liang Menglong Xu Xiao-Lei Zhang 76 9 0 29 Mar 2021
Scaling sparsemax based channel selection for speech recognition with ad-hoc microphone arrays Junqi Chen Xiao-Lei Zhang 50 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 67 14 0 25 Mar 2021
Radically Old Way of Computing Spectra: Applications in End-to-End ASR Samik Sadhu H. Hermansky 31 6 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 98 35 0 18 Mar 2021
Advancing RNN Transducer Technology for Speech Recognition G. Saon Zoltan Tueske Daniel Bolaños Brian Kingsbury 95 88 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 118 6 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 122 20 0 16 Mar 2021
XLST: Cross-lingual Self-training to Learn Multilingual Representation for Low Resource Speech Recognition Zi-qiang Zhang Yan Song Ming Wu Xin Fang Lirong Dai SSL 52 21 0 15 Mar 2021
OkwuGbé: End-to-End Speech Recognition for Fon and Igbo Bonaventure F. P. Dossou Chris C. Emezue 72 14 0 13 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 52 14 0 12 Mar 2021
Multi-Format Contrastive Learning of Audio Representations Luyu Wang Aaron van den Oord 95 59 0 11 Mar 2021
Fine-tuning of Pre-trained End-to-end Speech Recognition with Generative Adversarial Networks Md. Akmal Haidar Mehdi Rezagholizadeh 111 9 0 10 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 70 49 0 09 Mar 2021
Contrastive Semi-supervised Learning for ASR Alex Xiao Christian Fuegen Abdel-rahman Mohamed 85 20 0 09 Mar 2021
Slow-Fast Auditory Streams For Audio Recognition Evangelos Kazakos Arsha Nagrani Andrew Zisserman Dima Damen 117 68 0 05 Mar 2021
Neural model robustness for skill routing in large-scale conversational AI systems: A design choice exploration Han Li Sunghyun Park Aswarth Abhilash Dara Jinseok Nam Sungjin Lee Young-Bum Kim Spyros Matsoukas R. Sarikaya 65 9 0 04 Mar 2021
An Empirical Study of End-to-end Simultaneous Speech Translation Decoding Strategies H. Nguyen Yannick Esteve Laurent Besacier 60 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 214 1,030 0 04 Mar 2021