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
Improving Out-of-Domain Robustness with Targeted Augmentation in Frequency and Pixel Spaces Ruoqi Wang Haitao Wang Shaojie Guo Qiong Luo OOD 21 0 0 18 May 2025
LegoSLM: Connecting LLM with Speech Encoder using CTC Posteriors Rao Ma Tongzhou Chen Kartik Audhkhasi Bhuvana Ramabhadran AuLLM 22 0 0 16 May 2025
Beyond Identity: A Generalizable Approach for Deepfake Audio Detection Yasaman Ahmadiadli Xiao-Ping Zhang Naimul Khan 31 0 0 10 May 2025
SwinLip: An Efficient Visual Speech Encoder for Lip Reading Using Swin Transformer Young-Hu Park R.-H. Park Hyung-Min Park 54 0 0 07 May 2025
Temporal Attention Pooling for Frequency Dynamic Convolution in Sound Event Detection Hyeonuk Nam Yong-Hwa Park 33 0 0 17 Apr 2025
Dysarthria Normalization via Local Lie Group Transformations for Robust ASR Mikhail Osipov 48 1 0 16 Apr 2025
Formula-Supervised Sound Event Detection: Pre-Training Without Real Data Yuto Shibata Keitaro Tanaka Yoshiaki Bando Keisuke Imoto Hirokatsu Kataoka Yoshimitsu Aoki 36 0 0 06 Apr 2025
An Exhaustive Evaluation of TTS- and VC-based Data Augmentation for ASR Sewade Ogun Vincent Colotte Emmanuel Vincent 64 0 0 11 Mar 2025
CBW: Towards Dataset Ownership Verification for Speaker Verification via Clustering-based Backdoor Watermarking Yiming Li Kaiying Yan Shuo Shao Tongqing Zhai Shu-Tao Xia Zhanyue Qin D. Tao AAML 196 0 0 02 Mar 2025
DIN-CTS: Low-Complexity Depthwise-Inception Neural Network with Contrastive Training Strategy for Deepfake Speech Detection L. D. Pham Dat Tran Florian Skopik Alexander Schindler Silvia Poletti Fischinger David Martin Boyer Martin Boyer 56 1 0 27 Feb 2025
SegAug: CTC-Aligned Segmented Augmentation For Robust RNN-Transducer Based Speech Recognition Khanh Le Tuan Vu Ho Dung Tran Duc Thanh Chau 59 0 0 20 Feb 2025
CR-CTC: Consistency regularization on CTC for improved speech recognition Zengwei Yao Wei Kang Xiaoyu Yang Fangjun Kuang Liyong Guo Han Zhu Zengrui Jin Zhaoqing Li Long Lin Daniel Povey 59 0 0 17 Feb 2025
Measuring Diversity in Synthetic Datasets Yuchang Zhu Huizhe Zhang Bingzhe Wu Jintang Li Zibin Zheng Peilin Zhao Liang Chen Yatao Bian 100 0 0 12 Feb 2025
Privacy-Preserving Dataset Combination Keren Fuentes Mimee Xu Irene Chen 48 0 0 09 Feb 2025
Unifying Prediction and Explanation in Time-Series Transformers via Shapley-based Pretraining Qisen Cheng Jinming Xing Chang Xue Xiaoran Yang AI4TS 35 3 0 28 Jan 2025
Variational Bayesian Adaptive Learning of Deep Latent Variables for Acoustic Knowledge Transfer Hu Hu Sabato Marco Siniscalchi Chao-Han Huck Yang Chin-Hui Lee 85 0 0 28 Jan 2025
FireRedASR: Open-Source Industrial-Grade Mandarin Speech Recognition Models from Encoder-Decoder to LLM Integration Kai-Tuo Xu Feng-Long Xie Xu Tang Yao Hu 77 4 0 24 Jan 2025
Noise-Agnostic Multitask Whisper Training for Reducing False Alarm Errors in Call-for-Help Detection Myeonghoon Ryu June-Woo Kim Minseok Oh Suji Lee Han Park 41 0 0 20 Jan 2025
A Non-autoregressive Model for Joint STT and TTS Vishal Sunder Brian Kingsbury G. Saon Samuel Thomas Slava Shechtman Hagai Aronowitz Hagai Aronowitz Eric Fosler-Lussier Luis A. Lastras 66 0 0 15 Jan 2025
Prepending or Cross-Attention for Speech-to-Text? An Empirical Comparison Tsz Kin Lam Marco Gaido Sara Papi L. Bentivogli Barry Haddow 36 0 0 04 Jan 2025
Fotheidil: an Automatic Transcription System for the Irish Language Liam Lonergan Ibon Saratxaga John Sloan Oscar Maharog Mengjie Qian Neasa Ní Chiaráin Christer Gobl A. N. Chasaide 33 0 0 03 Jan 2025
autrainer: A Modular and Extensible Deep Learning Toolkit for Computer Audition Tasks Simon Rampp Andreas Triantafyllopoulos M. Milling Björn Schuller 90 0 0 16 Dec 2024
SPES: Spectrogram Perturbation for Explainable Speech-to-Text Generation Dennis Fucci Marco Gaido Beatrice Savoldi Matteo Negri Mauro Cettolo L. Bentivogli 57 1 0 03 Nov 2024
emg2qwerty: A Large Dataset with Baselines for Touch Typing using Surface Electromyography Viswanath Sivakumar Jeffrey Seely Alan Du Sean R Bittner Adam Berenzweig Anuoluwapo Bolarinwa Alexandre Gramfort Michael I Mandel 23 4 0 26 Oct 2024
Unified Microphone Conversion: Many-to-Many Device Mapping via Feature-wise Linear Modulation Myeonghoon Ryu Hongseok Oh Suji Lee Han Park 23 0 0 23 Oct 2024
MDSGen: Fast and Efficient Masked Diffusion Temporal-Aware Transformers for Open-Domain Sound Generation T. Pham Tri Ton Chang D. Yoo 54 3 0 03 Oct 2024
Synthio: Augmenting Small-Scale Audio Classification Datasets with Synthetic Data Sreyan Ghosh Sonal Kumar Zhifeng Kong Rafael Valle Bryan Catanzaro Dinesh Manocha DiffM 49 2 0 02 Oct 2024
The Conformer Encoder May Reverse the Time Dimension Robin Schmitt Albert Zeyer Mohammad Zeineldeen Ralf Schluter Hermann Ney 39 0 0 01 Oct 2024
Weighted Cross-entropy for Low-Resource Languages in Multilingual Speech Recognition Andrés Piñeiro-Martín C. García-Mateo Laura Docío-Fernández María del Carmen López-Pérez Georg Rehm 32 3 0 25 Sep 2024
A Comprehensive Survey with Critical Analysis for Deepfake Speech Detection Lam Pham Phat Lam Dat Tran Hieu Tang Tin Nguyen Alexander Schindler Canh Vu Alexander Polonsky Canh Vu 61 3 0 23 Sep 2024
MultiMed: Multilingual Medical Speech Recognition via Attention Encoder Decoder Khai Le-Duc Phuc Phan Tan-Hanh Pham Bach Phan Tat Minh-Huong Ngo Chris Ngo Thanh Nguyen-Tang Truong-Son Hy LM&MA 48 0 0 21 Sep 2024
M-BEST-RQ: A Multi-Channel Speech Foundation Model for Smart Glasses Yufeng Yang Desh Raj Ju Lin Niko Moritz Junteng Jia ... Egor Lakomkin Yiteng Huang Jacob Donley Jay Mahadeokar Ozlem Kalinli 39 2 0 17 Sep 2024
Zero Shot Text to Speech Augmentation for Automatic Speech Recognition on Low-Resource Accented Speech Corpora F. Nespoli Daniel Barreda Patrick A. Naylor 28 1 0 17 Sep 2024
ASR Error Correction using Large Language Models Rao Ma Mengjie Qian Mark Gales Kate Knill KELM 49 1 0 14 Sep 2024
Universal Pooling Method of Multi-layer Features from Pretrained Models for Speaker Verification Jin Sob Kim Hyun Joon Park Wooseok Shin Sung Won Han SLR 50 0 0 12 Sep 2024
MoWE-Audio: Multitask AudioLLMs with Mixture of Weak Encoders Wenbin Zhang Shuo Sun Bin Wang Xunlong Zou Zhuohan Liu Yingxu He Geyu Lin Nancy F. Chen Ai Ti Aw AuLLM 67 1 0 10 Sep 2024
Lightweight Transducer Based on Frame-Level Criterion Genshun Wan Mengzhi Wang Tingzhi Mao Hang Chen Z. Ye 44 1 0 05 Sep 2024
SONICS: Synthetic Or Not -- Identifying Counterfeit Songs Md Awsafur Rahman Zaber Ibn Abdul Hakim Najibul Haque Sarker Bishmoy Paul S. Fattah 51 7 0 26 Aug 2024
Towards scalable efficient on-device ASR with transfer learning Laxmi Pandey Ke Li Jinxi Guo Debjyoti Paul Arthur Guo Jay Mahadeokar Xuedong Zhang 39 2 0 23 Jul 2024
dMel: Speech Tokenization made Simple Richard He Bai Tatiana Likhomanenko Ruixiang Zhang Zijin Gu Zakaria Aldeneh Navdeep Jaitly 48 4 0 22 Jul 2024
Improving Neural Biasing for Contextual Speech Recognition by Early Context Injection and Text Perturbation Ruizhe Huang M. Yarmohammadi Sanjeev Khudanpur Dan Povey 43 2 0 14 Jul 2024
Multitaper mel-spectrograms for keyword spotting Douglas Baptista de Souza Khaled Jamal Bakri Fernanda Ferreira Juliana Inacio 18 1 0 05 Jul 2024
Fusing Audio and Metadata Embeddings Improves Language-based Audio Retrieval Paul Primus Gerhard Widmer 52 3 0 22 Jun 2024
AnoPatch: Towards Better Consistency in Machine Anomalous Sound Detection Anbai Jiang Bing Han Zhiqiang Lv Yufeng Deng Wei-Qiang Zhang Xie Chen Yanmin Qian Jia Liu Pingyi Fan 40 3 0 17 Jun 2024
Self-Distillation Prototypes Network: Learning Robust Speaker Representations without Supervision Yafeng Chen Siqi Zheng Hui Wang Luyao Cheng Qian Chen Shiliang Zhang Wen Wang SSL 29 2 0 17 Jun 2024
CoSTA: Code-Switched Speech Translation using Aligned Speech-Text Interleaving Bhavani Shankar P. Jyothi Pushpak Bhattacharyya 50 1 0 16 Jun 2024
Towards Effective and Efficient Non-autoregressive Decoding Using Block-based Attention Mask Tianzi Wang Xurong Xie Zhaoqing Li Shoukang Hu Zengrui Jin ... Shujie Hu Mengzhe Geng Guinan Li Helen Meng Xunying Liu 34 0 0 14 Jun 2024
DCASE 2024 Task 4: Sound Event Detection with Heterogeneous Data and Missing Labels Samuele Cornell Janek Ebbers Constance Douwes Irene Martín-Morató Manu Harju A. Mesaros Romain Serizel 37 13 0 12 Jun 2024
PRoDeliberation: Parallel Robust Deliberation for End-to-End Spoken Language Understanding Trang Le Daniel Lazar Suyoun Kim Shan Jiang Duc Le Adithya Sagar Aleksandr Livshits Ahmed Aly Akshat Shrivastava 48 0 0 12 Jun 2024
Sustainable self-supervised learning for speech representations Luis Lugo Valentin Vielzeuf 37 2 0 11 Jun 2024