Improving Distortion Robustness of Self-supervised Speech Processing Tasks with Domain Adaptation

30 March 2022

Kuan Po Huang

Papers citing "Improving Distortion Robustness of Self-supervised Speech Processing Tasks with Domain Adaptation"

24 / 24 papers shown

Title
Describe Where You Are: Improving Noise-Robustness for Speech Emotion Recognition with Text Description of the Environment Seong-Gyun Leem Daniel Fulford J. Onnela David Gard Carlos Busso 31 0 0 25 Jul 2024
LASER: Learning by Aligning Self-supervised Representations of Speech for Improving Content-related Tasks Amit Meghanani Thomas Hain 38 1 0 13 Jun 2024
An Efficient End-to-End Approach to Noise Invariant Speech Features via Multi-Task Learning Heitor R. Guimarães Arthur Pimentel Anderson R. Avila Mehdi Rezagholizadeh Boxing Chen Tiago H. Falk 61 1 0 13 Mar 2024
SCORE: Self-supervised Correspondence Fine-tuning for Improved Content Representations Amit Meghanani Thomas Hain 35 3 0 10 Mar 2024
Music Auto-Tagging with Robust Music Representation Learned via Domain Adversarial Training Haesun Joung Kyogu Lee 31 0 0 27 Jan 2024
Noise robust distillation of self-supervised speech models via correlation metrics Fabian Ritter Gutierrez Kuan-Po Huang Dianwen Ng Jeremy H. M. Wong Hung-yi Lee Chng Eng Siong Nancy F. Chen 21 1 0 19 Dec 2023
R-Spin: Efficient Speaker and Noise-invariant Representation Learning with Acoustic Pieces Heng-Jui Chang James R. Glass 33 3 0 15 Nov 2023
EFFUSE: Efficient Self-Supervised Feature Fusion for E2E ASR in Low Resource and Multilingual Scenarios Tejes Srivastava Jiatong Shi William Chen Shinji Watanabe 32 1 0 05 Oct 2023
Zero Resource Code-switched Speech Benchmark Using Speech Utterance Pairs For Multiple Spoken Languages Kuan-Po Huang Chih-Kai Yang Yu-Kuan Fu Ewan Dunbar Hung-yi Lee 29 5 0 04 Oct 2023
Automatic Data Augmentation for Domain Adapted Fine-Tuning of Self-Supervised Speech Representations Salah Zaiem Titouan Parcollet S. Essid 33 2 0 01 Jun 2023
On the Transferability of Whisper-based Representations for "In-the-Wild" Cross-Task Downstream Speech Applications Vamsikrishna Chemudupati Marzieh S. Tahaei Heitor R. Guimarães Arthur Pimentel Anderson R. Avila Mehdi Rezagholizadeh Boxing Chen Tiago H. Falk SSL 58 7 0 23 May 2023
Self-supervised Fine-tuning for Improved Content Representations by Speaker-invariant Clustering Heng-Jui Chang Alexander H. Liu James R. Glass SSL 17 20 0 18 May 2023
An Exploration into the Performance of Unsupervised Cross-Task Speech Representations for "In the Wild'' Edge Applications Heitor R. Guimarães Arthur Pimentel Anderson R. Avila Mehdi Rezagholizadeh Tiago H. Falk SSL 11 2 0 09 May 2023
Ensemble knowledge distillation of self-supervised speech models Kuan-Po Huang Tzu-hsun Feng Yu-Kuan Fu Tsung-Yuan Hsu Po-Chieh Yen Wei-Cheng Tseng Kai-Wei Chang Hung-yi Lee 30 16 0 24 Feb 2023
MADI: Inter-domain Matching and Intra-domain Discrimination for Cross-domain Speech Recognition Jiaming Zhou Shiwan Zhao Ning Jiang Guoqing Zhao Yong Qin 25 7 0 22 Feb 2023
RobustDistiller: Compressing Universal Speech Representations for Enhanced Environment Robustness Heitor R. Guimarães Arthur Pimentel Anderson R. Avila Mehdi Rezagholizadeh Boxing Chen Tiago H. Falk 114 10 0 18 Feb 2023
Improving the Robustness of DistilHuBERT to Unseen Noisy Conditions via Data Augmentation, Curriculum Learning, and Multi-Task Enhancement Heitor R. Guimarães Arthur Pimentel Anderson R. Avila Mehdi Rezagholizadeh Tiago H. Falk 22 3 0 12 Nov 2022
End-to-End Integration of Speech Recognition, Dereverberation, Beamforming, and Self-Supervised Learning Representation Yoshiki Masuyama Xuankai Chang Samuele Cornell Shinji Watanabe Nobutaka Ono 15 19 0 19 Oct 2022
SUPERB @ SLT 2022: Challenge on Generalization and Efficiency of Self-Supervised Speech Representation Learning Tzu-hsun Feng Annie Dong Ching-Feng Yeh Shu-Wen Yang Tzu-Quan Lin ... Xuankai Chang Shinji Watanabe Abdel-rahman Mohamed Shang-Wen Li Hung-yi Lee ELM SSL 26 33 0 16 Oct 2022
Improving generalizability of distilled self-supervised speech processing models under distorted settings Kuan-Po Huang Yu-Kuan Fu Tsung-Yuan Hsu Fabian Ritter Gutierrez Fan Wang Liang-Hsuan Tseng Yu Zhang Hung-yi Lee 26 13 0 14 Oct 2022
Self-Supervised Speech Representation Learning: A Review Abdel-rahman Mohamed Hung-yi Lee Lasse Borgholt Jakob Drachmann Havtorn Joakim Edin ... Shang-Wen Li Karen Livescu Lars Maaløe Tara N. Sainath Shinji Watanabe SSL AI4TS 128 349 0 21 May 2022
A Noise-Robust Self-supervised Pre-training Model Based Speech Representation Learning for Automatic Speech Recognition Qiu-shi Zhu Jie M. Zhang Zi-qiang Zhang Ming Wu Xin Fang Lirong Dai 120 39 0 22 Jan 2022
Augmentation adversarial training for self-supervised speaker recognition Jaesung Huh Hee-Soo Heo Jingu Kang Shinji Watanabe Joon Son Chung SSL 48 74 0 23 Jul 2020
Multi-task self-supervised learning for Robust Speech Recognition Mirco Ravanelli Jianyuan Zhong Santiago Pascual P. Swietojanski João Monteiro J. Trmal Yoshua Bengio SSL 189 288 0 25 Jan 2020