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
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
SVLDL: Improved Speaker Age Estimation Using Selective Variance Label Distribution Learning Zuheng Kang Jianzong Wang Junqing Peng Jing Xiao 26 3 0 18 Oct 2022
Robust, General, and Low Complexity Acoustic Scene Classification Systems and An Effective Visualization for Presenting a Sound Scene Context L. D. Pham Dusan Salovic Anahid N. Jalali Alexander Schindler Khoa Tran H. Vu Phu X. Nguyen 35 5 0 16 Oct 2022
A Policy-based Approach to the SpecAugment Method for Low Resource E2E ASR Rui Li Guodong Ma Dexin Zhao Ranran Zeng Xiaoyu Li Haolin Huang 34 2 0 16 Oct 2022
LeVoice ASR Systems for the ISCSLP 2022 Intelligent Cockpit Speech Recognition Challenge Yan Jia Mihee Hong Jingyu Hou Kailong Ren Sifan Ma Jin Wang Fangzhen Peng Yinglin Ji Lin Yang Junjie Wang 25 1 0 14 Oct 2022
JOIST: A Joint Speech and Text Streaming Model For ASR Tara N. Sainath Rohit Prabhavalkar Ankur Bapna Yu Zhang Zhouyuan Huo Zhehuai Chen Yue Liu Weiran Wang Trevor Strohman RALM AuLLM 53 35 0 13 Oct 2022
Deepfake Detection System for the ADD Challenge Track 3.2 Based on Score Fusion Yuxiang Zhang Jingze Lu Xingming Wang Zhuo Li Runqiu Xiao Wenchao Wang Ming Li Pengyuan Zhang 51 5 0 13 Oct 2022
An Ensemble Teacher-Student Learning Approach with Poisson Sub-sampling to Differential Privacy Preserving Speech Recognition Chao-Han Huck Yang Jun Qi Sabato Marco Siniscalchi Chin-Hui Lee 31 4 0 12 Oct 2022
Cross-dataset COVID-19 Transfer Learning with Cough Detection, Cough Segmentation, and Data Augmentation Bagus Tris Atmaja Zanjabila Suyanto A. Sasou 32 1 0 12 Oct 2022
Comparison of Soft and Hard Target RNN-T Distillation for Large-scale ASR DongSeon Hwang K. Sim Yu Zhang Trevor Strohman 27 10 0 11 Oct 2022
Scaling Up Deliberation for Multilingual ASR Ke Hu Yue Liu Tara N. Sainath LRM 33 9 0 11 Oct 2022
Automated Audio Captioning via Fusion of Low- and High- Dimensional Features Jianyuan Sun Xubo Liu Xinhao Mei Mark D. Plumbley V. Kılıç Wenwu Wang 33 3 0 10 Oct 2022
CCC-wav2vec 2.0: Clustering aided Cross Contrastive Self-supervised learning of speech representations Vasista Sai Lodagala Sreyan Ghosh S. Umesh SSL 51 18 0 05 Oct 2022
JoeyS2T: Minimalistic Speech-to-Text Modeling with JoeyNMT Mayumi Ohta Julia Kreutzer Stefan Riezler 19 0 0 05 Oct 2022
ASVspoof 2021: Towards Spoofed and Deepfake Speech Detection in the Wild Xuechen Liu Xin Wang Md. Sahidullah J. Patino Héctor Delgado ... Massimiliano Todisco Junichi Yamagishi Nicholas W. D. Evans A. Nautsch Kong Aik Lee 49 173 0 05 Oct 2022
Learning Temporal Resolution in Spectrogram for Audio Classification Haohe Liu Xubo Liu Qiuqiang Kong Wenwu Wang Mark D. Plumbley 36 7 0 04 Oct 2022
E-Branchformer: Branchformer with Enhanced merging for speech recognition Kwangyoun Kim Felix Wu Yifan Peng Jing Pan Prashant Sridhar Kyu Jeong Han Shinji Watanabe 61 105 0 30 Sep 2022
An empirical study of weakly supervised audio tagging embeddings for general audio representations Heinrich Dinkel Zhiyong Yan Yongqing Wang Junbo Zhang Yujun Wang 43 1 0 30 Sep 2022
ConvRNN-T: Convolutional Augmented Recurrent Neural Network Transducers for Streaming Speech Recognition Martin H. Radfar Rohit Barnwal Rupak Vignesh Swaminathan Feng-Ju Chang Grant P. Strimel Nathan Susanj Athanasios Mouchtaris 42 13 0 29 Sep 2022
Direct Speech Translation for Automatic Subtitling Sara Papi Marco Gaido Alina Karakanta Mauro Cettolo Matteo Negri Marco Turchi 59 11 0 27 Sep 2022
Unsupervised domain adaptation for speech recognition with unsupervised error correction Long Mai Julie Carson-Berndsen 46 8 0 24 Sep 2022
Relaxed Attention for Transformer Models Timo Lohrenz Björn Möller Zhengyang Li Tim Fingscheidt KELM 29 11 0 20 Sep 2022
Parameter-Efficient Conformers via Sharing Sparsely-Gated Experts for End-to-End Speech Recognition Ye Bai Jie Li W. Han Hao Ni Kaituo Xu Zhuo Zhang Cheng Yi Xiaorui Wang MoE 36 1 0 17 Sep 2022
Adaptive Natural Language Generation for Task-oriented Dialogue via Reinforcement Learning Atsumoto Ohashi Ryuichiro Higashinaka OffRL 36 6 0 16 Sep 2022
Self-Supervised Attention Networks and Uncertainty Loss Weighting for Multi-Task Emotion Recognition on Vocal Bursts Vincent Karas Andreas Triantafyllopoulos Meishu Song Björn W. Schuller 38 4 0 15 Sep 2022
A Universally-Deployable ASR Frontend for Joint Acoustic Echo Cancellation, Speech Enhancement, and Voice Separation Tom O'Malley A. Narayanan Quan Wang 27 5 0 14 Sep 2022
I2CR: Improving Noise Robustness on Keyword Spotting Using Inter-Intra Contrastive Regularization Dianwen Ng J. Yip Tanmay Surana Zhao Yang Chong Zhang Yukun Ma Chongjia Ni Chng Eng Siong B. Ma 40 6 0 14 Sep 2022
Streaming Target-Speaker ASR with Neural Transducer Takafumi Moriya Hiroshi Sato Tsubasa Ochiai Marc Delcroix T. Shinozaki 39 21 0 09 Sep 2022
Equivariant Self-Supervision for Musical Tempo Estimation Elio Quinton 42 9 0 03 Sep 2022
Random Text Perturbations Work, but not Always Zhengxiang Wang DeLMO 12 1 0 02 Sep 2022
Joint Speaker Encoder and Neural Back-end Model for Fully End-to-End Automatic Speaker Verification with Multiple Enrollment Utterances Chang Zeng Xiaoxiao Miao Xin Wang Erica Cooper Junichi Yamagishi 37 6 0 01 Sep 2022
Attention Enhanced Citrinet for Speech Recognition Xianchao Wu 23 1 0 01 Sep 2022
Deep Sparse Conformer for Speech Recognition Xianchao Wu 30 2 0 01 Sep 2022
Robust Sound-Guided Image Manipulation Seung Hyun Lee Gyeongrok Oh Wonmin Byeon Sang Ho Yoon Jinkyu Kim Sangpil Kim DiffM 26 7 0 30 Aug 2022
Improving Natural-Language-based Audio Retrieval with Transfer Learning and Audio & Text Augmentations Paul Primus Gerhard Widmer 29 6 0 24 Aug 2022
Improved Zero-Shot Audio Tagging & Classification with Patchout Spectrogram Transformers Paul Primus Gerhard Widmer VLM 27 5 0 24 Aug 2022
A differentiable short-time Fourier transform with respect to the window length Maxime Leiber Axel Barrau Y. Marnissi D. Abboud 17 8 0 23 Aug 2022
A Unified Analysis of Mixed Sample Data Augmentation: A Loss Function Perspective Chanwoo Park Sangdoo Yun Sanghyuk Chun AAML 25 32 0 21 Aug 2022
Disentangled Speaker Representation Learning via Mutual Information Minimization Sung Hwan Mun Mingrui Han Minchan Kim Dongjune Lee N. Kim DRL 43 9 0 17 Aug 2022
Uconv-Conformer: High Reduction of Input Sequence Length for End-to-End Speech Recognition A. Andrusenko R. Nasretdinov A. Romanenko 22 18 0 16 Aug 2022
An investigation on selecting audio pre-trained models for audio captioning Peiran Yan Sheng-Wei Li 26 0 0 12 Aug 2022
A High-Quality and Large-Scale Dataset for English-Vietnamese Speech Translation L. T. Nguyen Nguyen Luong Tran Long Doan Manh Luong Dat Quoc Nguyen 29 4 0 08 Aug 2022
SSDPT: Self-Supervised Dual-Path Transformer for Anomalous Sound Detection in Machine Condition Monitoring Jisheng Bai Jianfeng Chen Mou Wang Muhammad Saad Ayub Qingli Yan 54 15 0 06 Aug 2022
Learning a Dual-Mode Speech Recognition Model via Self-Pruning Chunxi Liu Yuan Shangguan Haichuan Yang Yangyang Shi Raghuraman Krishnamoorthi Ozlem Kalinli SSL 34 7 0 25 Jul 2022
Improving Mandarin Speech Recogntion with Block-augmented Transformer Xiaoming Ren Huifeng Zhu Liuwei Wei Minghui Wu Jie Hao 40 9 0 24 Jul 2022
Exploring Fine-Grained Audiovisual Categorization with the SSW60 Dataset Grant Van Horn Rui Qian Kimberly Wilber Hartwig Adam Oisin Mac Aodha Serge Belongie 36 10 0 21 Jul 2022
Transfer Learning of wav2vec 2.0 for Automatic Lyric Transcription Longshen Ou Xiangming Gu Ye Wang 32 21 0 20 Jul 2022
ILASR: Privacy-Preserving Incremental Learning for Automatic Speech Recognition at Production Scale Gopinath Chennupati Milind Rao Gurpreet Chadha Aaron Eakin A. Raju ... Andrew Oberlin Buddha Nandanoor Prahalad Venkataramanan Zheng Wu Pankaj Sitpure CLL 29 8 0 19 Jul 2022
Knowledge Transfer and Distillation from Autoregressive to Non-Autoregressive Speech Recognition Xun Gong Zhikai Zhou Y. Qian 20 3 0 15 Jul 2022