SpecAugment on Large Scale Datasets

11 December 2019

Papers citing "SpecAugment on Large Scale Datasets"

34 / 34 papers shown

Title
DCIM-AVSR : Efficient Audio-Visual Speech Recognition via Dual Conformer Interaction Module Xinyu Wang Qian Wang Haolin Huang Yu Fang Mengjie Xu Qian Wang 36 0 0 31 Aug 2024
Investigating the Effect of Label Topology and Training Criterion on ASR Performance and Alignment Quality Tina Raissi Christoph Luscher Simon Berger Ralf Schluter Hermann Ney 40 2 0 16 Jul 2024
Tailored Design of Audio-Visual Speech Recognition Models using Branchformers David Gimeno-Gómez Carlos David Martínez Hinarejos 96 2 0 09 Jul 2024
Multilingual Audio-Visual Speech Recognition with Hybrid CTC/RNN-T Fast Conformer Maxime Burchi Krishna C. Puvvada Jagadeesh Balam Boris Ginsburg Radu Timofte 44 8 0 14 Mar 2024
Self-Supervised Learning for Few-Shot Bird Sound Classification Ilyass Moummad Romain Serizel Nicolas Farrugia SSL 15 9 0 25 Dec 2023
Efficiency-oriented approaches for self-supervised speech representation learning Luis Lugo Valentin Vielzeuf SSL 31 1 0 18 Dec 2023
Beyond Universal Transformer: block reusing with adaptor in Transformer for automatic speech recognition Haoyu Tang Zhaoyi Liu Chang Zeng Xinfeng Li 34 1 0 23 Mar 2023
Visual Transformers for Primates Classification and Covid Detection Steffen Illium Robert Muller Andreas Sedlmeier Claudia Linnhoff-Popien 38 11 0 20 Dec 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 30 1 0 19 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 29 2 0 16 Oct 2022
A Comparison of Transformer, Convolutional, and Recurrent Neural Networks on Phoneme Recognition Kyuhong Shim Wonyong Sung 25 2 0 01 Oct 2022
Improving Mandarin Speech Recogntion with Block-augmented Transformer Xiaoming Ren Huifeng Zhu Liuwei Wei Minghui Wu Jie Hao 38 9 0 24 Jul 2022
Improving Rare Word Recognition with LM-aware MWER Training Weiran Wang Tongzhou Chen Tara N. Sainath Ehsan Variani Rohit Prabhavalkar ... S. Mavandadi Cal Peyser Trevor Strohman Yanzhang He David Rybach KELM 40 13 0 15 Apr 2022
Improving the fusion of acoustic and text representations in RNN-T Chao Zhang Bo-wen Li Zhiyun Lu Tara N. Sainath Shuo-yiin Chang AI4CE 43 12 0 25 Jan 2022
SPIRAL: Self-supervised Perturbation-Invariant Representation Learning for Speech Pre-Training Wenyong Huang Zhenhe Zhang Y. Yeung Xin Jiang Qun Liu 38 23 0 25 Jan 2022
Multi-turn RNN-T for streaming recognition of multi-party speech Ilya Sklyar A. Piunova Xianrui Zheng Yulan Liu 24 22 0 19 Dec 2021
PM-MMUT: Boosted Phone-Mask Data Augmentation using Multi-Modeling Unit Training for Phonetic-Reduction-Robust E2E Speech Recognition Guodong Ma Pengfei Hu Nurmemet Yolwas Shen Huang Hao-Ming Huang 27 4 0 13 Dec 2021
BigSSL: Exploring the Frontier of Large-Scale Semi-Supervised Learning for Automatic Speech Recognition Yu Zhang Daniel S. Park Wei Han James Qin Anmol Gulati ... Zhifeng Chen Quoc V. Le Chung-Cheng Chiu Ruoming Pang Yonghui Wu SSL 27 175 0 27 Sep 2021
ChannelAugment: Improving generalization of multi-channel ASR by training with input channel randomization M. Gaudesi F. Weninger D. Sharma P. Zhan AAML 33 1 0 23 Sep 2021
Tied & Reduced RNN-T Decoder Rami Botros Tara N. Sainath R. David Emmanuel Guzman Wei Li Yanzhang He 38 55 0 15 Sep 2021
Multilingual Speech Recognition for Low-Resource Indian Languages using Multi-Task conformer Krishna D N Freshworks 29 7 0 22 Aug 2021
SpecMix : A Mixed Sample Data Augmentation method for Training withTime-Frequency Domain Features Gwantae Kim D. Han Hanseok Ko 47 42 0 06 Aug 2021
Learning a Neural Diff for Speech Models J. Macoskey Grant P. Strimel Ariya Rastrow 18 2 0 03 Aug 2021
Multi-mode Transformer Transducer with Stochastic Future Context Kwangyoun Kim Felix Wu Prashant Sridhar Kyu Jeong Han Shinji Watanabe 30 9 0 17 Jun 2021
Multi-channel Opus compression for far-field automatic speech recognition with a fixed bitrate budget Lukas Drude Jahn Heymann A. Schwarz J. Valin 14 3 0 15 Jun 2021
SynthASR: Unlocking Synthetic Data for Speech Recognition A. Fazel Wei Yang Yulan Liu Roberto Barra-Chicote Yi Meng Roland Maas J. Droppo SyDa 18 48 0 14 Jun 2021
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 49 35 0 12 Dec 2020
Improving RNN-T ASR Accuracy Using Context Audio A. Schwarz Ilya Sklyar Simon Wiesler 24 9 0 20 Nov 2020
Improving RNN Transducer Based ASR with Auxiliary Tasks Chunxi Liu Frank Zhang Duc Le Suyoun Kim Yatharth Saraf Geoffrey Zweig 26 49 0 05 Nov 2020
Two-stage Textual Knowledge Distillation for End-to-End Spoken Language Understanding Seongbin Kim Gyuwan Kim Seongjin Shin Sangmin Lee VLM 15 19 0 25 Oct 2020
Conv-Transformer Transducer: Low Latency, Low Frame Rate, Streamable End-to-End Speech Recognition Wenyong Huang Wenchao Hu Y. Yeung Xiao Chen 25 50 0 13 Aug 2020
Surgical Mask Detection with Convolutional Neural Networks and Data Augmentations on Spectrograms Steffen Illium Robert Muller Andreas Sedlmeier Claudia Linnhoff-Popien 26 11 0 11 Aug 2020
Conformer: Convolution-augmented Transformer for Speech Recognition Anmol Gulati James Qin Chung-Cheng Chiu Niki Parmar Yu Zhang ... Wei Han Shibo Wang Zhengdong Zhang Yonghui Wu Ruoming Pang 95 3,038 0 16 May 2020
ContextNet: Improving Convolutional Neural Networks for Automatic Speech Recognition with Global Context Wei Han Zhengdong Zhang Yu Zhang Jiahui Yu Chung-Cheng Chiu James Qin Anmol Gulati Ruoming Pang Yonghui Wu 16 259 0 07 May 2020