Improving Generalizability of Distilled Self-Supervised Speech Processing Models Under Distorted Settings

Author:

Huang Kuan-Po1,Fu Yu-Kuan1,Hsu Tsu-Yuan1,Gutierrez Fabian Ritter2,Wang Fan-Lin1,Tseng Liang-Hsuan1,Zhang Yu3,Lee Hung-yi1

Affiliation:

1. National Taiwan University

2. Nanyang Technological University

3. Google Brain

Funder

Microsoft

Google

Publisher

IEEE

Reference32 articles.

1. Improving Noise Robustness of Contrastive Speech Representation Learning with Speech Reconstruction

2. Noise adaptive speech enhancement using domain adversarial training;liao;ArXiv Preprint,2018

3. Bootstrap your own latent-a new approach to self-supervised learning;grill;Advances in neural information processing systems,2020

4. A Noise-Robust Self-Supervised Pre-Training Model Based Speech Representation Learning for Automatic Speech Recognition

5. fairseq: A Fast, Extensible Toolkit for Sequence Modeling

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1. Noise Robust Distillation of Self-Supervised Speech Models via Correlation Metrics;2024 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW);2024-04-14

2. VIC-KD: Variance-Invariance-Covariance Knowledge Distillation to Make Keyword Spotting More Robust Against Adversarial Attacks;ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2024-04-14

3. Zero Resource Code-Switched Speech Benchmark Using Speech Utterance Pairs for Multiple Spoken Languages;ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2024-04-14

4. Environment-Aware Knowledge Distillation for Improved Resource-Constrained Edge Speech Recognition;Applied Sciences;2023-11-22

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