Self-supervised Fine-tuning for Improved Content Representations by
Speaker-invariant Clustering

Self-supervised Fine-tuning for Improved Content Representations by Speaker-invariant Clustering

18 May 2023

Alexander H. Liu

Papers citing "Self-supervised Fine-tuning for Improved Content Representations by Speaker-invariant Clustering"

19 / 19 papers shown

Title
fastabx: A library for efficient computation of ABX discriminability Maxime Poli Emmanuel Chemla Emmanuel Dupoux 34 0 0 05 May 2025
UniWav: Towards Unified Pre-training for Speech Representation Learning and Generation Alexander H. Liu Sang-gil Lee Chao-Han Huck Yang Yuan Gong Yu-Chun Wang James Glass Rafael Valle Bryan Catanzaro SSL 52 0 0 02 Mar 2025
DC-Spin: A Speaker-invariant Speech Tokenizer for Spoken Language Models Heng-Jui Chang Hongyu Gong Changhan Wang James R. Glass Yu-An Chung 28 0 0 31 Oct 2024
LSCodec: Low-Bitrate and Speaker-Decoupled Discrete Speech Codec Yiwei Guo Zhihan Li Chenpeng Du Hankun Wang Xie Chen Kai Yu 36 1 0 21 Oct 2024
AC-Mix: Self-Supervised Adaptation for Low-Resource Automatic Speech Recognition using Agnostic Contrastive Mixup Carlos Carvalho A. Abad 21 0 0 18 Oct 2024
JOOCI: a Framework for Learning Comprehensive Speech Representations Hemant Yadav R. Shah Sunayana Sitaram 28 0 0 14 Oct 2024
BiSSL: A Bilevel Optimization Framework for Enhancing the Alignment Between Self-Supervised Pre-Training and Downstream Fine-Tuning Gustav Wagner Zakarias Lars Kai Hansen Zheng-Hua Tan 32 0 0 03 Oct 2024
Improving Spoken Language Modeling with Phoneme Classification: A Simple Fine-tuning Approach Maxime Poli Emmanuel Chemla Emmanuel Dupoux 34 2 0 16 Sep 2024
Self-Supervised Syllable Discovery Based on Speaker-Disentangled HuBERT Ryota Komatsu Takahiro Shinozaki SSL 39 1 0 16 Sep 2024
Towards the Next Frontier in Speech Representation Learning Using Disentanglement Varun Krishna Sriram Ganapathy SSL 17 1 0 02 Jul 2024
Orthogonality and isotropy of speaker and phonetic information in self-supervised speech representations Mukhtar Mohamed Oli Danyi Liu Hao Tang Sharon Goldwater SSL 44 2 0 13 Jun 2024
LASER: Learning by Aligning Self-supervised Representations of Speech for Improving Content-related Tasks Amit Meghanani Thomas Hain 44 1 0 13 Jun 2024
SCORE: Self-supervised Correspondence Fine-tuning for Improved Content Representations Amit Meghanani Thomas Hain 41 3 0 10 Mar 2024
R-Spin: Efficient Speaker and Noise-invariant Representation Learning with Acoustic Pieces Heng-Jui Chang James R. Glass 33 3 0 15 Nov 2023
HuBERTopic: Enhancing Semantic Representation of HuBERT through Self-supervision Utilizing Topic Model Takashi Maekaku Jiatong Shi Xuankai Chang Yuya Fujita Shinji Watanabe 29 1 0 06 Oct 2023
Multi-resolution HuBERT: Multi-resolution Speech Self-Supervised Learning with Masked Unit Prediction Jiatong Shi H. Inaguma Xutai Ma Ilia Kulikov Anna Y. Sun 48 24 0 04 Oct 2023
CoLLD: Contrastive Layer-to-layer Distillation for Compressing Multilingual Pre-trained Speech Encoders Heng-Jui Chang Ning Dong Ruslan Mavlyutov Sravya Popuri Yu-An Chung 42 6 0 14 Sep 2023
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
Mandarin-English Code-switching Speech Recognition with Self-supervised Speech Representation Models Liang-Hsuan Tseng Yu-Kuan Fu Heng-Jui Chang Hung-yi Lee SSL 28 14 0 07 Oct 2021