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
RawBoost: A Raw Data Boosting and Augmentation Method applied to Automatic Speaker Verification Anti-Spoofing Hemlata Tak Madhu R. Kamble J. Patino Massimiliano Todisco Nicholas W. D. Evans 70 104 0 08 Nov 2021
Towards Building ASR Systems for the Next Billion Users Tahir Javed Sumanth Doddapaneni A. Raman Kaushal Bhogale Gowtham Ramesh Anoop Kunchukuttan Pratyush Kumar Mitesh M. Khapra 44 54 0 06 Nov 2021
STC speaker recognition systems for the NIST SRE 2021 Anastasia Avdeeva Aleksei Gusev Igor Korsunov Alexander Kozlov G. Lavrentyeva ... Andrey Shulipa Alisa Vinogradova V. Volokhov Evgeny Smirnov Vasily Galyuk 16 15 0 03 Nov 2021
Recent Advances in End-to-End Automatic Speech Recognition Jinyu Li VLM 43 363 0 02 Nov 2021
Large-Scale Deep Learning Optimizations: A Comprehensive Survey Xiaoxin He Fuzhao Xue Xiaozhe Ren Yang You 35 14 0 01 Nov 2021
Cross-attention conformer for context modeling in speech enhancement for ASR A. Narayanan Chung-Cheng Chiu Tom O'Malley Quan Wang Yanzhang He 32 14 0 30 Oct 2021
Closing the Gap Between Time-Domain Multi-Channel Speech Enhancement on Real and Simulation Conditions Wangyou Zhang Jing Shi Chenda Li Shinji Watanabe Y. Qian 36 22 0 27 Oct 2021
WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processing Sanyuan Chen Chengyi Wang Zhengyang Chen Yu-Huan Wu Shujie Liu ... Yao Qian Jian Wu Micheal Zeng Xiangzhan Yu Furu Wei SSL 147 1,736 0 26 Oct 2021
Synt++: Utilizing Imperfect Synthetic Data to Improve Speech Recognition Ting-Yao Hu Mohammadreza Armandpour A. Shrivastava Jen-Hao Rick Chang H. Koppula Oncel Tuzel SyDa 60 42 0 21 Oct 2021
RCT: Random Consistency Training for Semi-supervised Sound Event Detection Nian Shao Erfan Loweimi Xiaofei Li 29 13 0 21 Oct 2021
SSAST: Self-Supervised Audio Spectrogram Transformer Yuan Gong Cheng-I Jeff Lai Yu-An Chung James R. Glass ViT 38 268 0 19 Oct 2021
Efficient Sequence Training of Attention Models using Approximative Recombination Nils-Philipp Wynands Wilfried Michel Jan Rosendahl Ralf Schluter Hermann Ney 16 3 0 18 Oct 2021
Learning Models for Query by Vocal Percussion: A Comparative Study Alejandro Delgado SKoT McDonald Ning Xu C. Saitis Mark Sandler 36 1 0 18 Oct 2021
DECAR: Deep Clustering for learning general-purpose Audio Representations Sreyan Ghosh Sandesh V Katta Ashish Seth S. Umesh SSL 36 12 0 17 Oct 2021
Omni-sparsity DNN: Fast Sparsity Optimization for On-Device Streaming E2E ASR via Supernet Haichuan Yang Yuan Shangguan Dilin Wang Meng Li P. Chuang Xiaohui Zhang Ganesh Venkatesh Ozlem Kalinli Vikas Chandra 37 14 0 15 Oct 2021
Conformer-Based Self-Supervised Learning for Non-Speech Audio Tasks Sangeeta Srivastava Yun Wang Andros Tjandra Anurag Kumar Chunxi Liu Kritika Singh Yatharth Saraf SSL 38 24 0 14 Oct 2021
Multi-ACCDOA: Localizing and Detecting Overlapping Sounds from the Same Class with Auxiliary Duplicating Permutation Invariant Training Kazuki Shimada Yuichiro Koyama Shusuke Takahashi Naoya Takahashi E. Tsunoo Yuki Mitsufuji 13 63 0 14 Oct 2021
Ego4D: Around the World in 3,000 Hours of Egocentric Video Kristen Grauman Andrew Westbury Eugene Byrne Zachary Chavis Antonino Furnari ... Mike Zheng Shou Antonio Torralba Lorenzo Torresani Mingfei Yan Jitendra Malik EgoV 284 1,026 0 13 Oct 2021
Study of positional encoding approaches for Audio Spectrogram Transformers L. Pepino Pablo Riera Luciana Ferrer ViT 28 6 0 13 Oct 2021
Decision Attentive Regularization to Improve Simultaneous Speech Translation Systems Mohd Abbas Zaidi Beomseok Lee Sangha Kim Chanwoo Kim 34 5 0 13 Oct 2021
Duality Temporal-channel-frequency Attention Enhanced Speaker Representation Learning Li Lyna Zhang Qing Wang Lei Xie 47 17 0 13 Oct 2021
Exploring Wav2vec 2.0 fine-tuning for improved speech emotion recognition Li-Wei Chen Alexander I. Rudnicky VLM 33 122 0 12 Oct 2021
Multi-Modal Pre-Training for Automated Speech Recognition David M. Chan Shalini Ghosh D. Chakrabarty Björn Hoffmeister SSL 30 16 0 12 Oct 2021
Word Order Does Not Matter For Speech Recognition Vineel Pratap Qiantong Xu Tatiana Likhomanenko Gabriel Synnaeve R. Collobert 43 4 0 12 Oct 2021
Investigation on Data Adaptation Techniques for Neural Named Entity Recognition Evgeniia Tokarchuk David Thulke Weiyue Wang Christian Dugast Hermann Ney 21 2 0 12 Oct 2021
SRU++: Pioneering Fast Recurrence with Attention for Speech Recognition Jing Pan Tao Lei Kwangyoun Kim Kyu Jeong Han Shinji Watanabe VLM 34 9 0 11 Oct 2021
K-Wav2vec 2.0: Automatic Speech Recognition based on Joint Decoding of Graphemes and Syllables Jounghee Kim Pilsung Kang VLM 29 6 0 11 Oct 2021
Personalized Automatic Speech Recognition Trained on Small Disordered Speech Datasets Jimmy Tobin Katrin Tomanek 27 27 0 09 Oct 2021
Wav2vec-S: Semi-Supervised Pre-Training for Low-Resource ASR Hanjing Zhu Li Wang Jindong Wang Gaofeng Cheng Pengyuan Zhang Yonghong Yan SSL VLM 33 9 0 09 Oct 2021
TitaNet: Neural Model for speaker representation with 1D Depth-wise separable convolutions and global context Nithin Rao Koluguri Taejin Park Boris Ginsburg ViT 36 94 0 08 Oct 2021
Hierarchical Conditional End-to-End ASR with CTC and Multi-Granular Subword Units Yosuke Higuchi Keita Karube Tetsuji Ogawa Tetsunori Kobayashi 18 23 0 08 Oct 2021
Neural Model Reprogramming with Similarity Based Mapping for Low-Resource Spoken Command Recognition Hao Yen Pin-Jui Ku Chao-Han Huck Yang Hu Hu Sabato Marco Siniscalchi Pin-Yu Chen Yu Tsao 42 4 0 08 Oct 2021
Streaming Transformer Transducer Based Speech Recognition Using Non-Causal Convolution Yangyang Shi Chunyang Wu Dilin Wang Alex Xiao Jay Mahadeokar ... Ke Li Yuan Shangguan Varun K. Nagaraja Ozlem Kalinli M. Seltzer 36 15 0 07 Oct 2021
Enabling On-Device Training of Speech Recognition Models with Federated Dropout Dhruv Guliani Lillian Zhou Changwan Ryu Tien-Ju Yang Harry Zhang Yong Xiao F. Beaufays Giovanni Motta FedML 33 16 0 07 Oct 2021
Mandarin-English Code-switching Speech Recognition with Self-supervised Speech Representation Models Liang-Hsuan Tseng Yu-Kuan Fu Heng-Jui Chang Hung-yi Lee SSL 28 14 0 07 Oct 2021
Back from the future: bidirectional CTC decoding using future information in speech recognition Namkyu Jung Geon-min Kim Han-Gyu Kim 35 3 0 07 Oct 2021
Integrating Categorical Features in End-to-End ASR Rongqing Huang 26 1 0 06 Oct 2021
An Investigation of the Effectiveness of Phase for Audio Classification Shunsuke Hidaka Kohei Wakamiya T. Kaburagi 23 4 0 06 Oct 2021
Spell my name: keyword boosted speech recognition Namkyu Jung Geon-min Kim Joon Son Chung 56 13 0 06 Oct 2021
Significance of Data Augmentation for Improving Cleft Lip and Palate Speech Recognition Protima Nomo Sudro Rohan Kumar Das R. Sinha S. M. I. S. R. Mahadeva Prasanna 24 5 0 02 Oct 2021
SpliceOut: A Simple and Efficient Audio Augmentation Method Arjit Jain Pranay Reddy Samala Deepak Mittal Preethi Jyothi M. Singh 35 10 0 30 Sep 2021
Fine-tuning wav2vec2 for speaker recognition Nik Vaessen David A. van Leeuwen 49 107 0 30 Sep 2021
FastCorrect 2: Fast Error Correction on Multiple Candidates for Automatic Speech Recognition Yichong Leng Xu Tan Rui Wang Linchen Zhu Jin Xu ... Linquan Liu Tao Qin Xiang-Yang Li Ed Lin Tie-Yan Liu 42 40 0 29 Sep 2021
BigSSL: Exploring the Frontier of Large-Scale Semi-Supervised Learning for Automatic Speech Recognition Yu Zhang Daniel S. Park Wei Han James Qin Anmol Gulati ... Zhifeng Chen Quoc V. Le Chung-Cheng Chiu Ruoming Pang Yonghui Wu SSL 34 175 0 27 Sep 2021
Fast-MD: Fast Multi-Decoder End-to-End Speech Translation with Non-Autoregressive Hidden Intermediates Hirofumi Inaguma Siddharth Dalmia Brian Yan Shinji Watanabe 65 11 0 27 Sep 2021
ChannelAugment: Improving generalization of multi-channel ASR by training with input channel randomization M. Gaudesi F. Weninger D. Sharma P. Zhan AAML 35 1 0 23 Sep 2021
Multi-view Contrastive Self-Supervised Learning of Accounting Data Representations for Downstream Audit Tasks Marco Schreyer Timur Sattarov Damian Borth MLAU 37 15 0 23 Sep 2021
Tied & Reduced RNN-T Decoder Rami Botros Tara N. Sainath R. David Emmanuel Guzman Wei Li Yanzhang He 40 55 0 15 Sep 2021
Residual Adapters for Parameter-Efficient ASR Adaptation to Atypical and Accented Speech Katrin Tomanek Vicky Zayats Dirk Padfield K. Vaillancourt Fadi Biadsy 59 57 0 14 Sep 2021
Unsupervised Domain Adaptation Schemes for Building ASR in Low-resource Languages A. C. S. Prathosh A P A. G. Ramakrishnan 43 12 0 12 Sep 2021