DRAFT: A Novel Framework to Reduce Domain Shifting in Self-supervised Learning and Its Application to Children's ASR

16 June 2022

Papers citing "DRAFT: A Novel Framework to Reduce Domain Shifting in Self-supervised Learning and Its Application to Children's ASR"

25 / 25 papers shown

Title
Safe Gradient Flow for Bilevel Optimization Sina Sharifi Nazanin Abolfazli E. Y. Hamedani Mahyar Fazlyab 31 0 0 27 Jan 2025
AC-Mix: Self-Supervised Adaptation for Low-Resource Automatic Speech Recognition using Agnostic Contrastive Mixup Carlos Carvalho A. Abad 16 0 0 18 Oct 2024
Personalized Speech Recognition for Children with Test-Time Adaptation Zhonghao Shi Harshvardhan Srivastava Xuan Shi Shrikanth Narayanan Maja J. Matarić 16 0 0 19 Sep 2024
Children's Speech Recognition through Discrete Token Enhancement Vrunda N. Sukhadia Shammur A. Chowdhury 35 1 0 19 Jun 2024
SOA: Reducing Domain Mismatch in SSL Pipeline by Speech Only Adaptation for Low Resource ASR Natarajan Balaji Shankar Ruchao Fan Abeer Alwan 27 0 0 15 Jun 2024
Benchmarking Children's ASR with Supervised and Self-supervised Speech Foundation Models Ruchao Fan Natarajan Balaji Shankar Abeer Alwan 19 7 0 15 Jun 2024
Efficient Adapter Tuning of Pre-trained Speech Models for Automatic Speaker Verification Mufan Sang John H. L. Hansen 20 6 0 01 Mar 2024
Analysis of Self-Supervised Speech Models on Children's Speech and Infant Vocalizations Jialu Li M. Hasegawa-Johnson Nancy L. McElwain 14 3 0 10 Feb 2024
Stable Distillation: Regularizing Continued Pre-training for Low-Resource Automatic Speech Recognition Ashish Seth Sreyan Ghosh S. Umesh Dinesh Manocha CLL 16 0 0 20 Dec 2023
A comparative analysis between Conformer-Transducer, Whisper, and wav2vec2 for improving the child speech recognition Andrei Barcovschi Rishabh Jain Peter Corcoran 14 3 0 07 Nov 2023
Adaptation of Whisper models to child speech recognition Rishabh Jain Andrei Barcovschi Mariam Yiwere Peter Corcoran H. Cucu 11 30 0 24 Jul 2023
Robust Automatic Speech Recognition via WavAugment Guided Phoneme Adversarial Training Gege Qi YueFeng Chen Xiaofeng Mao Xiaojun Jia Ranjie Duan Rong Zhang Hui Xue VLM AAML 14 0 0 24 Jul 2023
Don't Stop Self-Supervision: Accent Adaptation of Speech Representations via Residual Adapters Anshu Bhatia Sanchit Sinha Saket Dingliwal Karthik Gopalakrishnan S. Bodapati Katrin Kirchhoff 17 6 0 02 Jul 2023
Feature Normalization for Fine-tuning Self-Supervised Models in Speech Enhancement Hejung Yang Hong-Goo Kang SSL 15 0 0 14 Jun 2023
Some voices are too common: Building fair speech recognition systems using the Common Voice dataset Lucas Maison Yannick Esteve 16 3 0 01 Jun 2023
A CTC Alignment-based Non-autoregressive Transformer for End-to-end Automatic Speech Recognition Ruchao Fan Wei Chu Peng Chang Abeer Alwan 8 7 0 15 Apr 2023
Improving Accented Speech Recognition with Multi-Domain Training Lucas Maison Yannick Esteve 13 7 0 14 Mar 2023
Modular Deep Learning Jonas Pfeiffer Sebastian Ruder Ivan Vulić E. Ponti MoMe OOD 19 73 0 22 Feb 2023
Exploring Efficient-tuning Methods in Self-supervised Speech Models Zih-Ching Chen Chin-Lun Fu Chih-Ying Liu Shang-Wen Li Hung-yi Lee 11 38 0 10 Oct 2022
A Wav2vec2-Based Experimental Study on Self-Supervised Learning Methods to Improve Child Speech Recognition Rishabh Jain Andrei Barcovschi Mariam Yiwere Dan Bigioi Peter Corcoran H. Cucu 9 28 0 06 Apr 2022
Don't speak too fast: The impact of data bias on self-supervised speech models Yen Meng Yi-Hui Chou Andy T. Liu Hung-yi Lee 31 24 0 15 Oct 2021
SpeechT5: Unified-Modal Encoder-Decoder Pre-Training for Spoken Language Processing Junyi Ao Rui Wang Long Zhou Chengyi Wang Shuo Ren ... Yu Zhang Zhihua Wei Yao Qian Jinyu Li Furu Wei 110 192 0 14 Oct 2021
Magic dust for cross-lingual adaptation of monolingual wav2vec-2.0 Sameer Khurana Antoine Laurent James R. Glass VLM 27 18 0 07 Oct 2021
Large-scale ASR Domain Adaptation using Self- and Semi-supervised Learning DongSeon Hwang Ananya Misra Zhouyuan Huo Nikhil Siddhartha Shefali Garg David Qiu K. Sim Trevor Strohman F. Beaufays Yanzhang He 42 34 0 01 Oct 2021
Residual Adapters for Parameter-Efficient ASR Adaptation to Atypical and Accented Speech Katrin Tomanek Vicky Zayats Dirk Padfield K. Vaillancourt Fadi Biadsy 51 57 0 14 Sep 2021