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
Self-supervised Text-independent Speaker Verification using Prototypical Momentum Contrastive Learning Wei Xia Chunlei Zhang Chao Weng Meng Yu Dong Yu SSL 25 78 0 13 Dec 2020
Less Is More: Improved RNN-T Decoding Using Limited Label Context and Path Merging Rohit Prabhavalkar Yanzhang He David Rybach S. Campbell A. Narayanan Trevor Strohman Tara N. Sainath 52 35 0 12 Dec 2020
Improving accuracy of rare words for RNN-Transducer through unigram shallow fusion Vijay Ravi Yile Gu Ankur Gandhe Ariya Rastrow Linda Liu Denis Filimonov Scott Novotney I. Bulyko 27 9 0 30 Nov 2020
Unsupervised Domain Adaptation for Speech Recognition via Uncertainty Driven Self-Training Sameer Khurana Niko Moritz Takaaki Hori Jonathan Le Roux 24 54 0 26 Nov 2020
Deep Discriminative Feature Learning for Accent Recognition Wei Wang Chao Zhang Xiao-pei Wu 34 2 0 25 Nov 2020
Synth2Aug: Cross-domain speaker recognition with TTS synthesized speech Yiling Huang Yutian Chen Jason W. Pelecanos Quan Wang 33 11 0 24 Nov 2020
Improving RNN-T ASR Accuracy Using Context Audio A. Schwarz Ilya Sklyar Simon Wiesler 24 9 0 20 Nov 2020
Predicting Rigid Body Dynamics using Dual Quaternion Recurrent Neural Networks with Quaternion Attention Johannes Pöppelbaum Andreas Schwung 16 13 0 17 Nov 2020
Unsupervised Contrastive Learning of Sound Event Representations Eduardo Fonseca Diego Ortego Kevin McGuinness Noel E. O'Connor Xavier Serra SSL 27 65 0 15 Nov 2020
Low-resource expressive text-to-speech using data augmentation Goeric Huybrechts Thomas Merritt Giulia Comini Bartek Perz Raahil Shah Jaime Lorenzo-Trueba 26 50 0 11 Nov 2020
Towards Semi-Supervised Semantics Understanding from Speech Cheng-I Jeff Lai Jin Cao S. Bodapati Shang-Wen Li SSL 22 7 0 11 Nov 2020
Data Augmentation For Children's Speech Recognition -- The "Ethiopian" System For The SLT 2021 Children Speech Recognition Challenge Guoguo Chen Xingyu Na Yongqing Wang Zhiyong Yan Junbo Zhang Sifan Ma Yujun Wang 35 19 0 09 Nov 2020
Dual Application of Speech Enhancement for Automatic Speech Recognition Ashutosh Pandey Chunxi Liu Yun Wang Yatharth Saraf 43 37 0 07 Nov 2020
Improving RNN Transducer Based ASR with Auxiliary Tasks Chunxi Liu Frank Zhang Duc Le Suyoun Kim Yatharth Saraf Geoffrey Zweig 28 49 0 05 Nov 2020
Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation Hang Le J. Pino Changhan Wang Jiatao Gu D. Schwab Laurent Besacier 39 82 0 02 Nov 2020
ACCDOA: Activity-Coupled Cartesian Direction of Arrival Representation for Sound Event Localization and Detection Kazuki Shimada Yuichiro Koyama Naoya Takahashi Shusuke Takahashi Yuki Mitsufuji 23 86 0 29 Oct 2020
Cascaded encoders for unifying streaming and non-streaming ASR A. Narayanan Tara N. Sainath Ruoming Pang Jiahui Yu Chung-Cheng Chiu Rohit Prabhavalkar Ehsan Variani Trevor Strohman AuLLM 8 85 0 27 Oct 2020
Speech SIMCLR: Combining Contrastive and Reconstruction Objective for Self-supervised Speech Representation Learning Dongwei Jiang Wubo Li Miao Cao Wei Zou Xiangang Li SSL 27 65 0 27 Oct 2020
Recent Developments on ESPnet Toolkit Boosted by Conformer Pengcheng Guo Florian Boyer Xuankai Chang Tomoki Hayashi Yosuke Higuchi ... Jing Shi Shinji Watanabe Kun Wei Wangyou Zhang Yuekai Zhang 45 262 0 26 Oct 2020
MarbleNet: Deep 1D Time-Channel Separable Convolutional Neural Network for Voice Activity Detection Fei Jia Somshubra Majumdar Boris Ginsburg 19 48 0 26 Oct 2020
Improved Neural Language Model Fusion for Streaming Recurrent Neural Network Transducer Suyoun Kim Shangguan Yuan Jay Mahadeokar A. Bruguier Christian Fuegen M. Seltzer Duc Le 23 28 0 26 Oct 2020
Semi-Supervised Spoken Language Understanding via Self-Supervised Speech and Language Model Pretraining Cheng-I Jeff Lai Yung-Sung Chuang Hung-yi Lee Shang-Wen Li James R. Glass VLM SSL 27 58 0 26 Oct 2020
Two-stage Textual Knowledge Distillation for End-to-End Spoken Language Understanding Seongbin Kim Gyuwan Kim Seongjin Shin Sangmin Lee VLM 18 19 0 25 Oct 2020
An Improved Event-Independent Network for Polyphonic Sound Event Localization and Detection Yin Cao Turab Iqbal Qiuqiang Kong Y. Zhong Wenwu Wang Mark D. Plumbley 16 75 0 25 Oct 2020
Align-Refine: Non-Autoregressive Speech Recognition via Iterative Realignment Ethan A. Chi Julian Salazar Katrin Kirchhoff AI4TS 25 51 0 24 Oct 2020
Transformer-based End-to-End Speech Recognition with Local Dense Synthesizer Attention Menglong Xu Shengqiang Li Xiao-Lei Zhang 27 31 0 23 Oct 2020
Neural Audio Fingerprint for High-specific Audio Retrieval based on Contrastive Learning Sungkyun Chang Donmoon Lee Jeongsoon Park Hyungui Lim Kyogu Lee Karam Ko Yoonchang Han 25 34 0 22 Oct 2020
Urban Sound Classification : striving towards a fair comparison Augustin Arnault Baptiste Hanssens Nicolas Riche 24 8 0 22 Oct 2020
Rethinking Evaluation in ASR: Are Our Models Robust Enough? Tatiana Likhomanenko Qiantong Xu Vineel Pratap Paden Tomasello Jacob Kahn Gilad Avidov R. Collobert Gabriel Synnaeve 39 98 0 22 Oct 2020
Similarity Analysis of Self-Supervised Speech Representations Yu-An Chung Yonatan Belinkov James R. Glass SSL 36 36 0 22 Oct 2020
Confidence Estimation for Attention-based Sequence-to-sequence Models for Speech Recognition Qiujia Li David Qiu Yu Zhang Bo-wen Li Yanzhang He P. Woodland Liangliang Cao Trevor Strohman 12 46 0 22 Oct 2020
A General Multi-Task Learning Framework to Leverage Text Data for Speech to Text Tasks Yun Tang J. Pino Changhan Wang Xutai Ma Dmitriy Genzel 26 73 0 21 Oct 2020
Towards End-to-End Training of Automatic Speech Recognition for Nigerian Pidgin Daniel A. Ajisafe O. Adegboro Esther Oduntan T. Arulogun 18 4 0 21 Oct 2020
Emformer: Efficient Memory Transformer Based Acoustic Model For Low Latency Streaming Speech Recognition Yangyang Shi Yongqiang Wang Chunyang Wu Ching-Feng Yeh Julian Chan Frank Zhang Duc Le M. Seltzer 56 168 0 21 Oct 2020
CLAR: Contrastive Learning of Auditory Representations Haider Al-Tahan Y. Mohsenzadeh SSL 118 56 0 19 Oct 2020
Lightweight End-to-End Speech Recognition from Raw Audio Data Using Sinc-Convolutions Ludwig Kurzinger Nicolas Lindae Palle Klewitz Gerhard Rigoll 27 5 0 15 Oct 2020
Viewmaker Networks: Learning Views for Unsupervised Representation Learning Alex Tamkin Mike Wu Noah D. Goodman SSL 28 64 0 14 Oct 2020
Exploiting Spectral Augmentation for Code-Switched Spoken Language Identification P. Rangan Sundeep Teki Hemant Misra 11 21 0 14 Oct 2020
Towards Data-efficient Modeling for Wake Word Spotting Yixin Gao Yuriy Mishchenko Anish Shah Spyros Matsoukas S. Vitaladevuni 52 30 0 13 Oct 2020
Dual-mode ASR: Unify and Improve Streaming ASR with Full-context Modeling Jiahui Yu Wei Han Anmol Gulati Chung-Cheng Chiu Bo-wen Li Tara N. Sainath Yonghui Wu Ruoming Pang 30 18 0 12 Oct 2020
Improving Low Resource Code-switched ASR using Augmented Code-switched TTS Yash Sharma Basil Abraham Karan Taneja Preethi Jyothi 14 20 0 12 Oct 2020
Contrastive Representation Learning: A Framework and Review Phúc H. Lê Khắc Graham Healy Alan F. Smeaton SSL AI4TS 186 687 0 10 Oct 2020
Leveraging Unpaired Text Data for Training End-to-End Speech-to-Intent Systems Yinghui Huang H. Kuo Samuel Thomas Zvi Kons Kartik Audhkhasi Brian Kingsbury R. Hoory M. Picheny VLM 19 63 0 08 Oct 2020
Representation Learning for Sequence Data with Deep Autoencoding Predictive Components Junwen Bai Weiran Wang Yingbo Zhou Caiming Xiong SSL AI4TS 27 12 0 07 Oct 2020
Fine-Grained Grounding for Multimodal Speech Recognition Tejas Srinivasan Ramon Sanabria Florian Metze Desmond Elliott 25 11 0 05 Oct 2020
Differentiable Weighted Finite-State Transducers Awni Y. Hannun Vineel Pratap Jacob Kahn Wei-Ning Hsu 33 29 0 02 Oct 2020
A Crowdsourced Open-Source Kazakh Speech Corpus and Initial Speech Recognition Baseline Yerbolat Khassanov Saida Mussakhojayeva A. Mirzakhmetov A. Adiyev Mukhamet Nurpeiissov H. A. Varol 22 30 0 22 Sep 2020
Cough Against COVID: Evidence of COVID-19 Signature in Cough Sounds Piyush Bagad Aman Dalmia Jigar Doshi Arsha Nagrani Parag Bhamare A. Mahale S. Rane N. Agarwal R. Panicker 34 112 0 17 Sep 2020
On Multitask Loss Function for Audio Event Detection and Localization Huy P Phan L. D. Pham P. Koch Ngoc Q. K. Duong Ian Mcloughlin Alfred Mertins 21 14 0 11 Sep 2020
On Target Segmentation for Direct Speech Translation Mattia Antonino Di Gangi Marco Gaido Matteo Negri Marco Turchi 37 14 0 10 Sep 2020