Similarity Analysis of Self-Supervised Speech Representations

22 October 2020

Papers citing "Similarity Analysis of Self-Supervised Speech Representations"

27 / 27 papers shown

Title
Efficient Training of Self-Supervised Speech Foundation Models on a Compute Budget Andy T. Liu Yi-Cheng Lin Haibin Wu Stefan Winkler Hung-yi Lee 31 1 0 09 Sep 2024
Speech Representation Analysis based on Inter- and Intra-Model Similarities Yassine El Kheir Ahmed M. Ali Shammur A. Chowdhury SSL 41 2 0 23 Jun 2024
What Do Self-Supervised Speech and Speaker Models Learn? New Findings From a Cross Model Layer-Wise Analysis Takanori Ashihara Marc Delcroix Takafumi Moriya Kohei Matsuura Taichi Asami Yusuke Ijima SSL 11 7 0 31 Jan 2024
A Quantitative Approach to Understand Self-Supervised Models as Cross-lingual Feature Extractors Shuyue Stella Li Beining Xu Xiangyu Zhang Hexin Liu Wen-Han Chao Leibny Paola García SSL 29 4 0 27 Nov 2023
Speaker Recognition Using Isomorphic Graph Attention Network Based Pooling on Self-Supervised Representation Zirui Ge Xinzhou Xu Haiyan Guo Tingting Wang Zhen Yang SSL 19 1 0 09 Aug 2023
Probing self-supervised speech models for phonetic and phonemic information: a case study in aspiration Kinan Martin Jon Gauthier Canaan Breiss R. Levy SSL 19 14 0 09 Jun 2023
Investigating Pre-trained Audio Encoders in the Low-Resource Condition Haomiao Yang Jinming Zhao Gholamreza Haffari Ehsan Shareghi 19 6 0 28 May 2023
Analysing the Masked predictive coding training criterion for pre-training a Speech Representation Model Hemant Yadav Sunayana Sitaram R. Shah SSL 27 4 0 13 Mar 2023
Phone and speaker spatial organization in self-supervised speech representations Pablo Riera M. Cerdeiro L. Pepino Luciana Ferrer SSL 18 1 0 24 Feb 2023
Comparative layer-wise analysis of self-supervised speech models Ankita Pasad Bowen Shi Karen Livescu SSL 22 109 0 08 Nov 2022
Self-supervised Rewiring of Pre-trained Speech Encoders: Towards Faster Fine-tuning with Less Labels in Speech Processing Haomiao Yang Jinming Zhao Gholamreza Haffari Ehsan Shareghi 27 2 0 24 Oct 2022
On the Utility of Self-supervised Models for Prosody-related Tasks Guan-Ting Lin Chiyu Feng Wei-Ping Huang Yuan Tseng Tzu-Han Lin Chen An Li Hung-yi Lee Nigel G. Ward 21 47 0 13 Oct 2022
End-to-End Lyrics Recognition with Self-supervised Learning Xiangyu Zhang Shuyue Stella Li Zhanhong He R. Togneri Leibny Paola García 20 0 0 26 Sep 2022
Deep versus Wide: An Analysis of Student Architectures for Task-Agnostic Knowledge Distillation of Self-Supervised Speech Models Takanori Ashihara Takafumi Moriya Kohei Matsuura Tomohiro Tanaka 17 25 0 14 Jul 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
Silence is Sweeter Than Speech: Self-Supervised Model Using Silence to Store Speaker Information Chiyu Feng Po-Chun Hsu Hung-yi Lee SSL 20 8 0 08 May 2022
Probing Speech Emotion Recognition Transformers for Linguistic Knowledge Andreas Triantafyllopoulos Johannes Wagner H. Wierstorf Maximilian Schmitt U. Reichel F. Eyben Felix Burkhardt Björn W. Schuller 16 25 0 01 Apr 2022
Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation Hemlata Tak Massimiliano Todisco Xin Wang Jee-weon Jung Junichi Yamagishi Nicholas W. D. Evans 32 151 0 24 Feb 2022
Assessing the State of Self-Supervised Human Activity Recognition using Wearables H. Haresamudram Irfan Essa Thomas Plötz SSL 34 85 0 22 Feb 2022
A Practical Guide to Logical Access Voice Presentation Attack Detection Xin Wang Junichi Yamagishi AAML 37 10 0 10 Jan 2022
Don't speak too fast: The impact of data bias on self-supervised speech models Yen Meng Yi-Hui Chou Andy T. Liu Hung-yi Lee 34 25 0 15 Oct 2021
Comparison of Self-Supervised Speech Pre-Training Methods on Flemish Dutch Jakob Poncelet Hugo Van hamme SSL 25 1 0 29 Sep 2021
How Familiar Does That Sound? Cross-Lingual Representational Similarity Analysis of Acoustic Word Embeddings Badr M. Abdullah Iuliia Zaitova T. Avgustinova Bernd Möbius Dietrich Klakow 35 10 0 21 Sep 2021
Layer-wise Analysis of a Self-supervised Speech Representation Model Ankita Pasad Ju-Chieh Chou Karen Livescu SSL 26 287 0 10 Jul 2021
What do End-to-End Speech Models Learn about Speaker, Language and Channel Information? A Layer-wise and Neuron-level Analysis Shammur A. Chowdhury Nadir Durrani Ahmed M. Ali 28 12 0 01 Jul 2021
PARP: Prune, Adjust and Re-Prune for Self-Supervised Speech Recognition Cheng-I Jeff Lai Yang Zhang Alexander H. Liu Shiyu Chang Yi-Lun Liao Yung-Sung Chuang Kaizhi Qian Sameer Khurana David D. Cox James R. Glass VLM 49 70 0 10 Jun 2021
Similarity Analysis of Contextual Word Representation Models John M. Wu Yonatan Belinkov Hassan Sajjad Nadir Durrani Fahim Dalvi James R. Glass 46 73 0 03 May 2020