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
An Overview of Indian Spoken Language Recognition from Machine Learning Perspective Spandan Dey Md. Sahidullah G. Saha 33 20 0 30 Nov 2022
MSV Challenge 2022: NPU-HC Speaker Verification System for Low-resource Indian Languages Yue Li Li Zhang Na Wang Jie Liu Linfu Xie 41 0 0 30 Nov 2022
Interpretability Analysis of Deep Models for COVID-19 Detection Daniel Peixoto Pinto da Silva Edresson Casanova L. Gris A. Júnior Marcelo Finger ... Beatriz Raposo Marcus Martins S. Aluísio L. Berti João Paulo Teixeira 21 3 0 25 Nov 2022
Self-Transriber: Few-shot Lyrics Transcription with Self-training Xiaoxue Gao Xianghu Yue Haizhou Li 30 7 0 18 Nov 2022
Speaker Adaptation for End-To-End Speech Recognition Systems in Noisy Environments Dominik Wagner Ilja Baumann Sebastian P. Bayerl Korbinian Riedhammer Tobias Bocklet 47 2 0 16 Nov 2022
Improving Children's Speech Recognition by Fine-tuning Self-supervised Adult Speech Representations Renée Lu M. Shahin Beena Ahmed 35 4 0 14 Nov 2022
Low Pass Filtering and Bandwidth Extension for Robust Anti-spoofing Countermeasure Against Codec Variabilities Yikang Wang Xingming Wang Hiromitsu Nishizaki Ming Li 27 6 0 12 Nov 2022
Continuous Soft Pseudo-Labeling in ASR Tatiana Likhomanenko R. Collobert Navdeep Jaitly Samy Bengio VLM 29 3 0 11 Nov 2022
A Study on the Integration of Pre-trained SSL, ASR, LM and SLU Models for Spoken Language Understanding Yifan Peng Siddhant Arora Yosuke Higuchi Yushi Ueda Sujay S. Kumar Karthik Ganesan Siddharth Dalmia Xuankai Chang Shinji Watanabe 32 20 0 10 Nov 2022
Massively Multilingual ASR on 70 Languages: Tokenization, Architecture, and Generalization Capabilities Andros Tjandra Nayan Singhal David C. Zhang Ozlem Kalinli Abdel-rahman Mohamed Duc Le M. Seltzer 42 12 0 10 Nov 2022
Self-supervised learning of audio representations using angular contrastive loss Shanshan Wang S. Tripathy A. Mesaros SSL 29 4 0 10 Nov 2022
Efficient Large-scale Audio Tagging via Transformer-to-CNN Knowledge Distillation Florian Schmid Khaled Koutini Gerhard Widmer ViT 28 58 0 09 Nov 2022
Improving Noisy Student Training on Non-target Domain Data for Automatic Speech Recognition Yu Chen Wen Ding Junjie Lai 37 8 0 09 Nov 2022
Pushing the limits of self-supervised speaker verification using regularized distillation framework Yafeng Chen Siqi Zheng Haibo Wang Luyao Cheng Qian Chen 25 25 0 08 Nov 2022
High-resolution embedding extractor for speaker diarisation Hee-Soo Heo Youngki Kwon Bong-Jin Lee You Jin Kim Jee-weon Jung 36 5 0 08 Nov 2022
Breaking the trade-off in personalized speech enhancement with cross-task knowledge distillation H. Taherian Sefik Emre Eskimez Takuya Yoshioka 29 1 0 05 Nov 2022
Improved Techniques for the Conditional Generative Augmentation of Clinical Audio Data Mane Margaryan Matthias Seibold Indu Joshi Mazda Farshad Philipp Fürnstahl Nassir Navab MedIm 24 2 0 05 Nov 2022
Biased Self-supervised learning for ASR Florian Kreyssig Yangyang Shi Jinxi Guo Leda Sari Abdel-rahman Mohamed P. Woodland SSL 37 2 0 04 Nov 2022
Dynamic Kernels and Channel Attention for Low Resource Speaker Verification A. Ollerenshaw Md. Asif Jalal Thomas Hain 19 0 0 03 Nov 2022
Probing Statistical Representations For End-To-End ASR A. Ollerenshaw Md. Asif Jalal Thomas Hain 35 2 0 03 Nov 2022
The ISCSLP 2022 Intelligent Cockpit Speech Recognition Challenge (ICSRC): Dataset, Tracks, Baseline and Results Ao Zhang F. Yu Kaixun Huang Linfu Xie Longbiao Wang Eng Siong Chng Hui Bu Binbin Zhang Wei Chen Xin Xu 34 4 0 03 Nov 2022
Monolingual Recognizers Fusion for Code-switching Speech Recognition Tongtong Song Qiang Xu Haoyu Lu Longbiao Wang Hao Shi Yuqin Lin Yanbing Yang J. Dang 27 4 0 02 Nov 2022
Factorized Blank Thresholding for Improved Runtime Efficiency of Neural Transducers Duc Le Frank Seide Yuhao Wang Heng Chang Kjell Schubert Ozlem Kalinli M. Seltzer 19 6 0 02 Nov 2022
Build a SRE Challenge System: Lessons from VoxSRC 2022 and CNSRC 2022 Zhengyang Chen Bing Han Xu Xiang Houjun Huang Bei Liu Y. Qian 32 13 0 02 Nov 2022
InterMPL: Momentum Pseudo-Labeling with Intermediate CTC Loss Yosuke Higuchi Tetsuji Ogawa Tetsunori Kobayashi Shinji Watanabe 32 0 0 02 Nov 2022
Unified End-to-End Speech Recognition and Endpointing for Fast and Efficient Speech Systems Shaan Bijwadia Shuo-yiin Chang Yue Liu Tara N. Sainath Chaoyang Zhang Yanzhang He 47 7 0 01 Nov 2022
Joint Audio/Text Training for Transformer Rescorer of Streaming Speech Recognition Suyoun Kim Ke Li Lucas Kabela Rongqing Huang Jiedan Zhu Ozlem Kalinli Duc Le 35 8 0 31 Oct 2022
Fast and parallel decoding for transducer Wei Kang Liyong Guo Fangjun Kuang Long Lin Mingshuang Luo Zengwei Yao Xiaoyu Yang Piotr Żelasko Daniel Povey AI4TS 29 15 0 31 Oct 2022
Delay-penalized transducer for low-latency streaming ASR Wei Kang Zengwei Yao Fangjun Kuang Liyong Guo Xiaoyu Yang Long lin Piotr Żelasko Daniel Povey 30 6 0 31 Oct 2022
Predicting Multi-Codebook Vector Quantization Indexes for Knowledge Distillation Liyong Guo Xiaoyu Yang Quandong Wang Yuxiang Kong Zengwei Yao ... Wei Kang Long Lin Mingshuang Luo Piotr Żelasko Daniel Povey VLM 43 7 0 31 Oct 2022
Structured State Space Decoder for Speech Recognition and Synthesis Koichi Miyazaki Masato Murata Tomoki Koriyama 39 12 0 31 Oct 2022
Wespeaker: A Research and Production oriented Speaker Embedding Learning Toolkit Hongji Wang Che-Yuan Liang Shuai Wang Zhengyang Chen Binbin Zhang Xu Xiang Yan Deng Y. Qian 35 118 0 31 Oct 2022
Speaker Representation Learning via Contrastive Loss with Maximal Speaker Separability Zhe Li Man-Wai Mak SSL 31 6 0 29 Oct 2022
Discriminative Speaker Representation via Contrastive Learning with Class-Aware Attention in Angular Space Zhe Li Man-Wai Mak Helen M. Meng 39 9 0 29 Oct 2022
End-to-end Spoken Language Understanding with Tree-constrained Pointer Generator Guangzhi Sun Chuxu Zhang P. Woodland 35 8 0 29 Oct 2022
Visually-Aware Audio Captioning With Adaptive Audio-Visual Attention Xubo Liu Qiushi Huang Xinhao Mei Haohe Liu Qiuqiang Kong ... Yu Zhang Lilian H. Y. Tang Mark D. Plumbley Volkan Kilicc Wenwu Wang 53 18 0 28 Oct 2022
SG-VAD: Stochastic Gates Based Speech Activity Detection Jonathan Svirsky Ofir Lindenbaum 49 4 0 28 Oct 2022
On the Use of Modality-Specific Large-Scale Pre-Trained Encoders for Multimodal Sentiment Analysis Atsushi Ando Ryo Masumura Akihiko Takashima Satoshi Suzuki Naoki Makishima Keita Suzuki Takafumi Moriya Takanori Ashihara Hiroshi Sato 44 9 0 28 Oct 2022
A Compact End-to-End Model with Local and Global Context for Spoken Language Identification Fei Jia Nithin Rao Koluguri Jagadeesh Balam Boris Ginsburg 33 3 0 27 Oct 2022
Make More of Your Data: Minimal Effort Data Augmentation for Automatic Speech Recognition and Translation Tsz Kin Lam Shigehiko Schamoni Stefan Riezler VLM 48 8 0 27 Oct 2022
A knowledge-driven vowel-based approach of depression classification from speech using data augmentation Kexin Feng Theodora Chaspari 19 6 0 27 Oct 2022
Iterative pseudo-forced alignment by acoustic CTC loss for self-supervised ASR domain adaptation F. López Jordi Luque 14 6 0 27 Oct 2022
Training Autoregressive Speech Recognition Models with Limited in-domain Supervision Chak-Fai Li Francis Keith William Hartmann M. Snover 24 0 0 27 Oct 2022
Monotonic segmental attention for automatic speech recognition Albert Zeyer Robin Schmitt Wei Zhou Ralf Schluter Hermann Ney 27 8 0 26 Oct 2022
TSUP Speaker Diarization System for Conversational Short-phrase Speaker Diarization Challenge Bowen Pang Huan Zhao Gaosheng Zhang Xiaoyue Yang Yanguo Sun Li Zhang Qing Wang Linfu Xie BDL 28 2 0 26 Oct 2022
Reducing Language confusion for Code-switching Speech Recognition with Token-level Language Diarization Hexin Liu Haihua Xu Leibny Paola García Andy W. H. Khong Yi He Sanjeev Khudanpur 27 24 0 26 Oct 2022
UFO2: A unified pre-training framework for online and offline speech recognition Li Fu Siqi Li Qingtao Li L. Deng Fangzhu Li Lu Fan Meng Chen Xiaodong He OffRL 37 8 0 26 Oct 2022
AVES: Animal Vocalization Encoder based on Self-Supervision Masato Hagiwara CLIP VLM AI4TS 19 24 0 26 Oct 2022
G-Augment: Searching for the Meta-Structure of Data Augmentation Policies for ASR Gary Wang Ekin D.Cubuk Andrew Rosenberg Shuyang Cheng Ron J. Weiss Bhuvana Ramabhadran Pedro J. Moreno Quoc V. Le Daniel S. Park 35 1 0 19 Oct 2022
Maestro-U: Leveraging joint speech-text representation learning for zero supervised speech ASR Zhehuai Chen Ankur Bapna Andrew Rosenberg Yu Zhang Bhuvana Ramabhadran Pedro J. Moreno Nanxin Chen 51 17 0 18 Oct 2022