Deep Transfer Learning for Automatic Speech Recognition: Towards Better Generalization

27 April 2023

Hamza Kheddar

Papers citing "Deep Transfer Learning for Automatic Speech Recognition: Towards Better Generalization"

38 / 38 papers shown

Title
Transfer Learning-Based Deep Residual Learning for Speech Recognition in Clean and Noisy Environments Noussaiba Djeffal Djamel Addou Hamza Kheddar Sid Ahmed Selouani 69 1 0 02 May 2025
Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning Sidahmed Lachenani Hamza Kheddar Mohamed Ouldzmirli 58 2 0 26 Apr 2025
Enhancing Cochlear Implant Signal Coding with Scaled Dot-Product Attention Billel Essaid Hamza Kheddar N. Batel 64 1 0 26 Apr 2025
Advanced Deep Learning and Large Language Models: Comprehensive Insights for Cancer Detection Yassine Habchi Hamza Kheddar Yassine Himeur Adel Belouchrani Erchin Serpedin Fouad Khelifi Muhammad E.H. Chowdhury LM&MA 82 0 0 30 Mar 2025
Speech-Based Depression Prediction Using Encoder-Weight-Only Transfer Learning and a Large Corpus Amir Harati Elizabeth Shriberg Tomasz Rutowski Piotr Chlebek Yang Lu Ricardo Oliveira 118 21 0 22 Dec 2024
Dropout Reduces Underfitting Zhuang Liu Zhi-Qin John Xu Joseph Jin Zhiqiang Shen Trevor Darrell 75 36 0 02 Mar 2023
Inter-KD: Intermediate Knowledge Distillation for CTC-Based Automatic Speech Recognition J. Yoon Beom Jun Woo Sunghwan Ahn Hyeon Seung Lee N. Kim VLM 41 9 0 28 Nov 2022
An Analysis of Semantically-Aligned Speech-Text Embeddings M. Huzaifah Ivan Kukanov 43 8 0 04 Apr 2022
Knowledge Transfer from Large-scale Pretrained Language Models to End-to-end Speech Recognizers Yotaro Kubo Shigeki Karita M. Bacchiani 16 27 0 16 Feb 2022
Improving Automatic Speech Recognition for Non-Native English with Transfer Learning and Language Model Decoding Peter Sullivan Toshiko Shibano Muhammad Abdul-Mageed 52 11 0 10 Feb 2022
Efficient Adapter Transfer of Self-Supervised Speech Models for Automatic Speech Recognition Bethan Thomas Samuel Kessler S. Karout 32 72 0 07 Feb 2022
Discovering Phonetic Inventories with Crosslingual Automatic Speech Recognition Piotr Żelasko Siyuan Feng Laureano Moro-Velazquez A. Abavisani Saurabhchand Bhati O. Scharenborg M. Hasegawa-Johnson Najim Dehak 50 15 0 26 Jan 2022
A Study of the Generalizability of Self-Supervised Representations Atharva Tendle Mohammad Rashedul Hasan 96 27 0 19 Sep 2021
EmoNet: A Transfer Learning Framework for Multi-Corpus Speech Emotion Recognition Maurice Gerczuk Shahin Amiriparian Sandra Ottl Björn Schuller 48 59 0 10 Mar 2021
Improving speech recognition models with small samples for air traffic control systems Yi Lin Qin Li Bo Yang Zhen Yan Huachun Tan Zhengmao Chen 55 32 0 16 Feb 2021
A Novel Transfer Learning-Based Approach for Screening Pre-existing Heart Diseases Using Synchronized ECG Signals and Heart Sounds Ramith Hettiarachchi Udith Haputhanthri Kithmini Herath Hasindu Kariyawasam Shehan Munasinghe K. Wickramasinghe Duminda Samarasinghe A. D. Silva Chamira U. S. Edussooriya 33 24 0 02 Feb 2021
Group Communication with Context Codec for Lightweight Source Separation Yi Luo Cong Han N. Mesgarani 46 20 0 14 Dec 2020
Multi-Modal Emotion Detection with Transfer Learning Amith Ananthram Kailash Saravanakumar Jessica Huynh Homayoon Beigi 41 4 0 13 Nov 2020
Self-training and Pre-training are Complementary for Speech Recognition Qiantong Xu Alexei Baevski Tatiana Likhomanenko Paden Tomasello Alexis Conneau R. Collobert Gabriel Synnaeve Michael Auli SSL VLM 105 170 0 22 Oct 2020
Transfer Learning in Large-scale Gaussian Graphical Models with False Discovery Rate Control Sai Li T. Tony Cai Hongzhe Li 43 53 0 21 Oct 2020
A Survey on Negative Transfer Wen Zhang Lingfei Deng Lei Zhang Dongrui Wu AAML 44 213 0 02 Sep 2020
wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations Alexei Baevski Henry Zhou Abdel-rahman Mohamed Michael Auli SSL 131 5,677 0 20 Jun 2020
A Survey on Transfer Learning in Natural Language Processing Zaid Alyafeai Maged S. Alshaibani Irfan Ahmad 48 73 0 31 May 2020
DARTS-ASR: Differentiable Architecture Search for Multilingual Speech Recognition and Adaptation Yi-Chen Chen Jui-Yang Hsu Cheng-Kuang Lee Hung-yi Lee 35 32 0 13 May 2020
A Comprehensive Survey on Transfer Learning Fuzhen Zhuang Zhiyuan Qi Keyu Duan Dongbo Xi Yongchun Zhu Hengshu Zhu Hui Xiong Qing He 153 4,395 0 07 Nov 2019
Speech-XLNet: Unsupervised Acoustic Model Pretraining For Self-Attention Networks Xingcheng Song Guangsen Wang Zhiyong Wu Yiheng Huang Dan Su Dong Yu Helen Meng SSL 35 49 0 23 Oct 2019
Code-Switched Language Models Using Neural Based Synthetic Data from Parallel Sentences Genta Indra Winata Andrea Madotto Chien-Sheng Wu Pascale Fung SyDa 152 92 0 18 Sep 2019
Listen, Attend, Spell and Adapt: Speaker Adapted Sequence-to-Sequence ASR F. Weninger Jesús Andrés-Ferrer Xinwei Li P. Zhan AI4TS 31 26 0 08 Jul 2019
Characterizing and Avoiding Negative Transfer Zirui Wang Zihang Dai Barnabás Póczós J. Carbonell 60 413 0 24 Nov 2018
Multilingual sequence-to-sequence speech recognition: architecture, transfer learning, and language modeling Jaejin Cho M. Baskar Ruizhi Li Sanjeev Khudanpur Sri Harish Reddy Mallidi Nelson Yalta M. Karafiát Shinji Watanabe Takaaki Hori 43 121 0 04 Oct 2018
Adversarial Attacks Against Automatic Speech Recognition Systems via Psychoacoustic Hiding Lea Schonherr Katharina Kohls Steffen Zeiler Thorsten Holz D. Kolossa AAML 46 288 0 16 Aug 2018
Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis Ye Jia Yu Zhang Ron J. Weiss Quan Wang Jonathan Shen ... Zhiwen Chen Patrick Nguyen Ruoming Pang Ignacio López Moreno Yonghui Wu 237 826 0 12 Jun 2018
Training Augmentation with Adversarial Examples for Robust Speech Recognition Sining Sun Ching-Feng Yeh Mari Ostendorf M. Hwang Lei Xie AAML 42 63 0 07 Jun 2018
Audio Adversarial Examples: Targeted Attacks on Speech-to-Text Nicholas Carlini D. Wagner AAML 59 1,076 0 05 Jan 2018
State-of-the-art Speech Recognition With Sequence-to-Sequence Models Chung-Cheng Chiu Tara N. Sainath Yonghui Wu Rohit Prabhavalkar Patrick Nguyen ... Katya Gonina Navdeep Jaitly Yue Liu J. Chorowski M. Bacchiani AI4TS 73 1,150 0 05 Dec 2017
Progressive Joint Modeling in Unsupervised Single-channel Overlapped Speech Recognition Zhehuai Chen J. Droppo Jinyu Li Wayne Xiong 29 65 0 21 Jul 2017
WaveNet: A Generative Model for Raw Audio Aaron van den Oord Sander Dieleman Heiga Zen Karen Simonyan Oriol Vinyals Alex Graves Nal Kalchbrenner A. Senior Koray Kavukcuoglu DiffM 251 7,361 0 12 Sep 2016
Domain-Adversarial Training of Neural Networks Yaroslav Ganin E. Ustinova Hana Ajakan Pascal Germain Hugo Larochelle François Laviolette M. Marchand Victor Lempitsky GAN OOD 318 9,418 0 28 May 2015