What Do Self-Supervised Speech and Speaker Models Learn? New Findings
From a Cross Model Layer-Wise Analysis

What Do Self-Supervised Speech and Speaker Models Learn? New Findings From a Cross Model Layer-Wise Analysis

31 January 2024

Takanori Ashihara

Takafumi Moriya

Papers citing "What Do Self-Supervised Speech and Speaker Models Learn? New Findings From a Cross Model Layer-Wise Analysis"

9 / 9 papers shown

Title
Investigation of Speaker Representation for Target-Speaker Speech Processing Takanori Ashihara Takafumi Moriya Shota Horiguchi Junyi Peng Tsubasa Ochiai Marc Delcroix Kohei Matsuura Hiroshi Sato 31 1 0 15 Oct 2024
Property Neurons in Self-Supervised Speech Transformers T. Lin Guan-Ting Lin Hung-yi Lee Hao Tang MILM 27 0 0 07 Sep 2024
SLIM: Style-Linguistics Mismatch Model for Generalized Audio Deepfake Detection Yi Zhu Surya Koppisetti Trang Tran Gaurav Bharaj 52 9 0 26 Jul 2024
Overview of Speaker Modeling and Its Applications: From the Lens of Deep Speaker Representation Learning Shuai Wang Zheng-Shou Chen Kong Aik Lee Yan-min Qian Haizhou Li 39 4 0 21 Jul 2024
WavRx: a Disease-Agnostic, Generalizable, and Privacy-Preserving Speech Health Diagnostic Model Yi Zhu Tiago H. Falk MedIm 41 0 0 26 Jun 2024
A comprehensive study on self-supervised distillation for speaker representation learning Zhengyang Chen Yao Qian Bing Han Y. Qian Michael Zeng SSL 33 16 0 28 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
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 317 5,785 0 29 Apr 2021
Similarity Analysis of Contextual Word Representation Models John M. Wu Yonatan Belinkov Hassan Sajjad Nadir Durrani Fahim Dalvi James R. Glass 51 73 0 03 May 2020