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
Knowledge Transfer and Distillation from Autoregressive to Non-Autoregressive Speech Recognition Xun Gong Zhikai Zhou Y. Qian 20 3 0 15 Jul 2022
Data Augmentation for Low-Resource Quechua ASR Improvement Rodolfo Zevallos Núria Bel Guillermo Cámbara Mireia Farrús Jordi Luque VLM SyDa 19 6 0 14 Jul 2022
Two-Pass Low Latency End-to-End Spoken Language Understanding Siddhant Arora Siddharth Dalmia Xuankai Chang Brian Yan A. Black Shinji Watanabe VLM 32 19 0 14 Jul 2022
Masked Autoencoders that Listen Po-Yao (Bernie) Huang Hu Xu Juncheng Billy Li Alexei Baevski Michael Auli Wojciech Galuba Florian Metze Christoph Feichtenhofer 28 270 0 13 Jul 2022
Visual Context-driven Audio Feature Enhancement for Robust End-to-End Audio-Visual Speech Recognition Joanna Hong Minsu Kim Daehun Yoo Y. Ro 26 21 0 13 Jul 2022
Multitask Learning from Augmented Auxiliary Data for Improving Speech Emotion Recognition S. Latif R. Rana Sara Khalifa Raja Jurdak Björn W. Schuller 37 22 0 12 Jul 2022
Speaker consistency loss and step-wise optimization for semi-supervised joint training of TTS and ASR using unpaired text data Naoki Makishima Satoshi Suzuki Atsushi Ando Ryo Masumura 146 4 0 11 Jul 2022
Branchformer: Parallel MLP-Attention Architectures to Capture Local and Global Context for Speech Recognition and Understanding Yifan Peng Siddharth Dalmia Ian Lane Shinji Watanabe 32 143 0 06 Jul 2022
Improving Transformer-based Conversational ASR by Inter-Sentential Attention Mechanism Kun Wei Pengcheng Guo Ning Jiang 61 11 0 02 Jul 2022
Tree-constrained Pointer Generator with Graph Neural Network Encodings for Contextual Speech Recognition Guangzhi Sun Chuxu Zhang P. Woodland 27 12 0 02 Jul 2022
UserLibri: A Dataset for ASR Personalization Using Only Text Theresa Breiner Swaroop Indra Ramaswamy Ehsan Variani Shefali Garg Rajiv Mathews K. Sim Kilol Gupta Mingqing Chen Lara McConnaughey 35 16 0 02 Jul 2022
Improving Deliberation by Text-Only and Semi-Supervised Training Ke Hu Tara N. Sainath Yanzhang He Rohit Prabhavalkar Trevor Strohman S. Mavandadi Weiran Wang 41 12 0 29 Jun 2022
Contextual Density Ratio for Language Model Biasing of Sequence to Sequence ASR Systems Jesús Andrés-Ferrer Dario Albesano P. Zhan Paul Vozila 18 6 0 29 Jun 2022
Data augmentation for learning predictive models on EEG: a systematic comparison Cédric Rommel Joseph Paillard Thomas Moreau Alexandre Gramfort 66 54 0 29 Jun 2022
STOP: A dataset for Spoken Task Oriented Semantic Parsing Paden Tomasello Akshat Shrivastava Daniel Lazar Po-Chun Hsu Duc Le ... Robin Algayres Tu Nguyen Emmanuel Dupoux Luke Zettlemoyer Abdel-rahman Mohamed 30 35 0 29 Jun 2022
QTI Submission to DCASE 2021: residual normalization for device-imbalanced acoustic scene classification with efficient design Byeonggeun Kim Seunghan Yang Jangho Kim Simyung Chang 32 57 0 28 Jun 2022
Data Augmentation for Dementia Detection in Spoken Language Anna Hlédiková Dominika Woszczyk Alican Acman Soteris Demetriou Björn Schuller 36 12 0 26 Jun 2022
On Comparison of Encoders for Attention based End to End Speech Recognition in Standalone and Rescoring Mode Raviraj Joshi Subodh Kumar 38 2 0 26 Jun 2022
Domain Generalization with Relaxed Instance Frequency-wise Normalization for Multi-device Acoustic Scene Classification Byeonggeun Kim Seunghan Yang Jangho Kim Hyunsin Park Juntae Lee Simyung Chang 45 28 0 24 Jun 2022
Confidence Score Based Conformer Speaker Adaptation for Speech Recognition Jiajun Deng Xurong Xie Tianzi Wang Mingyu Cui Boyang Xue Zengrui Jin Mengzhe Geng Guinan Li Xunying Liu Helen M. Meng 22 13 0 24 Jun 2022
Pruned RNN-T for fast, memory-efficient ASR training Fangjun Kuang Liyong Guo Wei Kang Long Lin Mingshuang Luo Zengwei Yao Daniel Povey 31 64 0 23 Jun 2022
UniCon+: ICTCAS-UCAS Submission to the AVA-ActiveSpeaker Task at ActivityNet Challenge 2022 Yuanhang Zhang Susan Liang Shuang Yang Shiguang Shan 15 4 0 22 Jun 2022
Boosting Cross-Domain Speech Recognition with Self-Supervision Hanjing Zhu Gaofeng Cheng Jindong Wang Wenxin Hou Pengyuan Zhang Yonghong Yan 19 13 0 20 Jun 2022
Redundancy Reduction Twins Network: A Training framework for Multi-output Emotion Regression Xin Jing Meishu Song Andreas Triantafyllopoulos Zijiang Yang Björn W. Schuller 21 8 0 18 Jun 2022
Event-related data conditioning for acoustic event classification Yuanbo Hou Dick Botteldooren 33 3 0 16 Jun 2022
Censer: Curriculum Semi-supervised Learning for Speech Recognition Based on Self-supervised Pre-training Bowen Zhang Songjun Cao Xiaoming Zhang Yike Zhang Long Ma T. Shinozaki SSL 30 4 0 16 Jun 2022
Investigating Multi-Feature Selection and Ensembling for Audio Classification Muhammad Turab Teerath Kumar Malika Bendechache Takfarinas Saber 46 41 0 15 Jun 2022
COLD Fusion: Calibrated and Ordinal Latent Distribution Fusion for Uncertainty-Aware Multimodal Emotion Recognition M. Tellamekala Shahin Amiriparian Björn W. Schuller Elisabeth André T. Giesbrecht M. Valstar 33 25 0 12 Jun 2022
The Influence of Dataset Partitioning on Dysfluency Detection Systems Sebastian P. Bayerl Dominik Wagner Elmar Nöth Tobias Bocklet Korbinian Riedhammer 44 20 0 07 Jun 2022
LegoNN: Building Modular Encoder-Decoder Models Siddharth Dalmia Dmytro Okhonko M. Lewis Sergey Edunov Shinji Watanabe Florian Metze Luke Zettlemoyer Abdel-rahman Mohamed AuLLM MoE 29 14 0 07 Jun 2022
LAE: Language-Aware Encoder for Monolingual and Multilingual ASR Jinchuan Tian Jianwei Yu Chunlei Zhang Chao Weng Yuexian Zou Dong Yu AuLLM 22 25 0 05 Jun 2022
Automated Audio Captioning with Epochal Difficult Captions for Curriculum Learning Andrew Koh Soham Dinesh Tiwari Chng Eng Siong 25 1 0 04 Jun 2022
Squeezeformer: An Efficient Transformer for Automatic Speech Recognition Sehoon Kim A. Gholami Albert Eaton Shaw Nicholas Lee K. Mangalam Jitendra Malik Michael W. Mahoney Kurt Keutzer 47 99 0 02 Jun 2022
Do self-supervised speech models develop human-like perception biases? Juliette Millet Ewan Dunbar SSL 24 20 0 31 May 2022
Contrastive Siamese Network for Semi-supervised Speech Recognition S. Khorram Jaeyoung Kim Anshuman Tripathi Han Lu Qian Zhang Hasim Sak SSL 36 11 0 27 May 2022
Joint Training of Speech Enhancement and Self-supervised Model for Noise-robust ASR Qiu-shi Zhu Jie Zhang Zitian Zhang Lirong Dai 43 15 0 26 May 2022
DT-SV: A Transformer-based Time-domain Approach for Speaker Verification Nan Zhang Jianzong Wang Zhenhou Hong Chendong Zhao Xiaoyang Qu Jing Xiao 44 5 0 26 May 2022
Improving CTC-based ASR Models with Gated Interlayer Collaboration Yuting Yang Yuke Li Binbin Du 42 11 0 25 May 2022
Multi-Level Modeling Units for End-to-End Mandarin Speech Recognition Yuting Yang Binbin Du Yuke Li 31 1 0 24 May 2022
Adaptive Few-Shot Learning Algorithm for Rare Sound Event Detection Chendong Zhao Jianzong Wang LeiLai Li Xiaoyang Qu Jing Xiao 65 10 0 24 May 2022
Non-Parametric Domain Adaptation for End-to-End Speech Translation Yichao Du Weizhi Wang Zhirui Zhang Boxing Chen Tong Xu Jun Xie Enhong Chen 53 18 0 23 May 2022
Minimising Biasing Word Errors for Contextual ASR with the Tree-Constrained Pointer Generator Guangzhi Sun Chuxu Zhang P. Woodland 39 14 0 18 May 2022
SAMU-XLSR: Semantically-Aligned Multimodal Utterance-level Cross-Lingual Speech Representation Sameer Khurana Antoine Laurent James R. Glass 30 36 0 17 May 2022
Pretraining Approaches for Spoken Language Recognition: TalTech Submission to the OLR 2021 Challenge Tanel Alumäe Kunnar Kukk 15 5 0 14 May 2022
Who Are We Talking About? Handling Person Names in Speech Translation Marco Gaido Matteo Negri Marco Turchi 23 7 0 13 May 2022
Beyond the Status Quo: A Contemporary Survey of Advances and Challenges in Audio Captioning Xuenan Xu Zeyu Xie Mengyue Wu K. Yu 44 13 0 11 May 2022
A Conformer-based Waveform-domain Neural Acoustic Echo Canceller Optimized for ASR Accuracy S. Panchapagesan A. Narayanan T. Shabestary Shuai Shao N. Howard Alex Park James Walker A. Gruenstein 34 3 0 06 May 2022
On monoaural speech enhancement for automatic recognition of real noisy speech using mixture invariant training Jisi Zhang Catalin Zorila R. Doddipatla Jon Barker 30 4 0 03 May 2022
Efficient dynamic filter for robust and low computational feature extraction Donghyeon Kim Gwantae Kim Bokyeung Lee Jeong-gi Kwak D. Han Hanseok Ko 39 3 0 03 May 2022
Improving Multimodal Speech Recognition by Data Augmentation and Speech Representations Dan Oneaţă H. Cucu 19 19 0 27 Apr 2022