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
A Non-autoregressive Generation Framework for End-to-End Simultaneous Speech-to-Any Translation Zhengrui Ma Qingkai Fang Shaolei Zhang Shoutao Guo Yang Feng Min Zhang 53 10 0 11 Jun 2024
Audio-based Step-count Estimation for Running -- Windowing and Neural Network Baselines Philipp Wagner Andreas Triantafyllopoulos Alexander Gebhard Björn Schuller 45 0 0 10 Jun 2024
Contrastive Learning from Synthetic Audio Doppelgängers Manuel Cherep Nikhil Singh 45 1 0 09 Jun 2024
Diversifying and Expanding Frequency-Adaptive Convolution Kernels for Sound Event Detection Hyeonuk Nam Seong-Hu Kim D. Min Junhyeok Lee Yong-Hwa Park 34 3 0 08 Jun 2024
Multi-Microphone Speech Emotion Recognition using the Hierarchical Token-semantic Audio Transformer Architecture Ohad Cohen G. Hazan Sharon Gannot 42 1 0 05 Jun 2024
Textless Acoustic Model with Self-Supervised Distillation for Noise-Robust Expressive Speech-to-Speech Translation Min-Jae Hwang Ilia Kulikov Benjamin Peloquin Hongyu Gong Peng-Jen Chen Ann Lee 35 2 0 04 Jun 2024
Whistle: Data-Efficient Multilingual and Crosslingual Speech Recognition via Weakly Phonetic Supervision Saierdaer Yusuyin Te Ma Hao Huang Wenbo Zhao Zhijian Ou 52 2 0 04 Jun 2024
Denoising LM: Pushing the Limits of Error Correction Models for Speech Recognition Zijin Gu Tatiana Likhomanenko Richard He Bai Erik McDermott R. Collobert Navdeep Jaitly AuLLM 60 2 0 24 May 2024
A Comprehensive Survey on Data Augmentation Zaitian Wang Pengfei Wang Kunpeng Liu Pengyang Wang Yanjie Fu Chang-Tien Lu Charu Aggarwal Jian Pei Yuanchun Zhou ViT 109 23 0 15 May 2024
Sonos Voice Control Bias Assessment Dataset: A Methodology for Demographic Bias Assessment in Voice Assistants Chloe Sekkat Fanny Leroy Salima Mdhaffar Blake Perry Smith Yannick Esteve Joseph Dureau A. Coucke 32 1 0 14 May 2024
RepAugment: Input-Agnostic Representation-Level Augmentation for Respiratory Sound Classification June-Woo Kim Miika Toikkanen Sangmin Bae Minseok Kim Ho-Young Jung 40 5 0 05 May 2024
EfficientASR: Speech Recognition Network Compression via Attention Redundancy and Chunk-Level FFN Optimization Jianzong Wang Ziqi Liang Xulong Zhang Ning Cheng Jing Xiao 38 0 0 30 Apr 2024
A cost minimization approach to fix the vocabulary size in a tokenizer for an End-to-End ASR system Sunil Kumar Kopparapu Ashish Panda 31 0 0 29 Apr 2024
Comparison of self-supervised in-domain and supervised out-domain transfer learning for bird species recognition H. Ghaffari Paul Devos 50 0 0 26 Apr 2024
Audio Anti-Spoofing Detection: A Survey Menglu Li Yasaman Ahmadiadli Xiao-Ping Zhang 50 19 0 22 Apr 2024
AudioRepInceptionNeXt: A lightweight single-stream architecture for efficient audio recognition Kin Wai Lau Yasar Abbas Ur Rehman L. Po 46 1 0 21 Apr 2024
A Large-Scale Evaluation of Speech Foundation Models Shu-Wen Yang Heng-Jui Chang Zili Huang Andy T. Liu Cheng-I Jeff Lai ... Kushal Lakhotia Shang-Wen Li Abdelrahman Mohamed Shinji Watanabe Hung-yi Lee 40 20 0 15 Apr 2024
Guided Masked Self-Distillation Modeling for Distributed Multimedia Sensor Event Analysis Masahiro Yasuda Noboru Harada Yasunori Ohishi Shoichiro Saito Akira Nakayama Nobutaka Ono 36 3 0 12 Apr 2024
VoiceShop: A Unified Speech-to-Speech Framework for Identity-Preserving Zero-Shot Voice Editing Philip Anastassiou Zhenyu Tang Kainan Peng Dongya Jia Jiaxin Li Ming Tu Yuping Wang Yuxuan Wang Mingbo Ma 42 4 0 10 Apr 2024
VietMed: A Dataset and Benchmark for Automatic Speech Recognition of Vietnamese in the Medical Domain Khai Le-Duc LM&MA 44 9 0 08 Apr 2024
Multi-Stage Multi-Modal Pre-Training for Automatic Speech Recognition Yash Jain David M. Chan Pranav Dheram Aparna Khare Olabanji Shonibare Venkatesh Ravichandran Shalini Ghosh 40 2 0 28 Mar 2024
Exploration of Adapter for Noise Robust Automatic Speech Recognition Hao Shi Tatsuya Kawahara 47 5 0 28 Feb 2024
Beyond Accuracy: An Empirical Study on Unit Testing in Open-source Deep Learning Projects Han Wang Sijia Yu Chunyang Chen Burak Turhan Xiaodong Zhu ELM MLAU 28 2 0 26 Feb 2024
Understanding Test-Time Augmentation Masanari Kimura ViT 24 29 0 10 Feb 2024
Masked Audio Modeling with CLAP and Multi-Objective Learning Yifei Xin Xiulian Peng Yan Lu 54 8 0 29 Jan 2024
Can Synthetic Data Boost the Training of Deep Acoustic Vehicle Counting Networks? Stefano Damiano Luca Bondi Shabnam Ghaffarzadegan Andre Guntoro Toon van Waterschoot 18 5 0 17 Jan 2024
Efficient Adapter Finetuning for Tail Languages in Streaming Multilingual ASR Junwen Bai Bo-wen Li Qiujia Li Tara N. Sainath Trevor Strohman 38 3 0 17 Jan 2024
Promptformer: Prompted Conformer Transducer for ASR Sergio Duarte Torres Arunasish Sen Aman Rana Lukas Drude Alejandro Gomez-Alanis Andreas Schwarz Leif Rädel Volker Leutnant 40 3 0 14 Jan 2024
Efficiency-oriented approaches for self-supervised speech representation learning Luis Lugo Valentin Vielzeuf SSL 38 1 0 18 Dec 2023
NeXt-TDNN: Modernizing Multi-Scale Temporal Convolution Backbone for Speaker Verification Hyunjun Heo U.H Shin Ran Lee YoungJu Cheon Hyung-Min Park 31 9 0 14 Dec 2023
Graph Convolutions Enrich the Self-Attention in Transformers! Jeongwhan Choi Hyowon Wi Jayoung Kim Yehjin Shin Kookjin Lee Nathaniel Trask Noseong Park 40 4 0 07 Dec 2023
A-JEPA: Joint-Embedding Predictive Architecture Can Listen Zhengcong Fei Mingyuan Fan Junshi Huang 30 17 0 27 Nov 2023
The taste of IPA: Towards open-vocabulary keyword spotting and forced alignment in any language Jian Zhu Changbing Yang Farhan Samir Jahurul Islam 32 4 0 14 Nov 2023
Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models Yunfei Chu Jin Xu Xiaohuan Zhou Qian Yang Shiliang Zhang Zhijie Yan Chang Zhou Jingren Zhou AuLLM 42 280 0 14 Nov 2023
Soundbay: Deep Learning Framework for Marine Mammals and Bioacoustic Research Noam Bressler Michael Faran Amit Galor Michael Moshe Michelashvili Tomer Nachshon Noa Weiss 48 0 0 07 Nov 2023
End-to-End Single-Channel Speaker-Turn Aware Conversational Speech Translation Juan Pablo Zuluaga Zhaocheng Huang Xing Niu Rohit Paturi S. Srinivasan Prashant Mathur Brian Thompson Marcello Federico BDL 35 2 0 01 Nov 2023
Deep Neural Networks for Automatic Speaker Recognition Do Not Learn Supra-Segmental Temporal Features Daniel Neururer Volker Dellwo Thilo Stadelmann 44 2 0 01 Nov 2023
The CHiME-7 Challenge: System Description and Performance of NeMo Team's DASR System T. Park He Huang Ante Jukić Kunal Dhawan Krishna C. Puvvada Nithin Rao Koluguri Nikolay Karpov A. Laptev Jagadeesh Balam Boris Ginsburg 35 6 0 18 Oct 2023
Property-Aware Multi-Speaker Data Simulation: A Probabilistic Modelling Technique for Synthetic Data Generation T. Park He Huang Coleman Hooper Nithin Rao Koluguri Kunal Dhawan Ante Jukić Jagadeesh Balam Boris Ginsburg 21 7 0 18 Oct 2023
Audio-AdapterFusion: A Task-ID-free Approach for Efficient and Non-Destructive Multi-task Speech Recognition Hillary Ngai Rohan Agrawal Neeraj Gaur Ronny Huang Parisa Haghani P. M. Mengibar MoMe 46 0 0 17 Oct 2023
SD-HuBERT: Sentence-Level Self-Distillation Induces Syllabic Organization in HuBERT Cheol Jun Cho Abdelrahman Mohamed Shang-Wen Li Alan W. Black Gopala K. Anumanchipalli 39 8 0 16 Oct 2023
Efficient Supervised Training of Audio Transformers for Music Representation Learning Pablo Alonso-Jiménez Xavier Serra Dmitry Bogdanov ViT 35 3 0 28 Sep 2023
LAE-ST-MoE: Boosted Language-Aware Encoder Using Speech Translation Auxiliary Task for E2E Code-switching ASR Guodong Ma Wenxuan Wang Yuke Li Yuting Yang Binbin Du Haoran Fu 31 5 0 28 Sep 2023
Exploring Self-Supervised Contrastive Learning of Spatial Sound Event Representation Xilin Jiang Cong Han Yinghao Aaron Li N. Mesgarani SSL 35 1 0 27 Sep 2023
Enhancing End-to-End Conversational Speech Translation Through Target Language Context Utilization A. Hussein Brian Yan Antonios Anastasopoulos Shinji Watanabe Sanjeev Khudanpur 37 3 0 27 Sep 2023
Direct Models for Simultaneous Translation and Automatic Subtitling: FBK@IWSLT2023 Sara Papi Marco Gaido Matteo Negri 45 7 0 27 Sep 2023
Updated Corpora and Benchmarks for Long-Form Speech Recognition Jennifer Drexler Fox Desh Raj Natalie Delworth Quinn Mcnamara Corey Miller Miguel Jetté AuLLM 38 7 0 26 Sep 2023
Human Transcription Quality Improvement Jian Gao Hanbo Sun Cheng Cao Zheng Du 43 2 0 24 Sep 2023
Memory-augmented conformer for improved end-to-end long-form ASR Carlos Carvalho A. Abad RALM 32 1 0 22 Sep 2023
Self-Supervised Contrastive Learning for Robust Audio-Sheet Music Retrieval Systems Luis Carvalho Tobias Washüttl Gerhard Widmer 29 4 0 21 Sep 2023