Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

24 February 2022

Xin Wang

Papers citing "Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation"

20 / 20 papers shown

Title
Weakly-supervised Audio Temporal Forgery Localization via Progressive Audio-language Co-learning Network Junyan Wu Wenbo Xu Wei Lu Xiangyang Luo Rui Yang Shize Guo 32 0 0 03 May 2025
DIN-CTS: Low-Complexity Depthwise-Inception Neural Network with Contrastive Training Strategy for Deepfake Speech Detection L. D. Pham Dat Tran Florian Skopik Alexander Schindler Silvia Poletti Fischinger David Martin Boyer Martin Boyer 46 1 0 27 Feb 2025
Less is More for Synthetic Speech Detection in the Wild Ashi Garg Zexin Cai Henry Li Xinyuan Leibny Paola García-Perera Kevin Duh Sanjeev Khudanpur Matthew Wiesner Nicholas Andrews 72 0 0 17 Feb 2025
Learn from Real: Reality Defender's Submission to ASVspoof5 Challenge Yi Zhu C. Goel Surya Koppisetti Trang Tran Ankur Kumar Gaurav Bharaj AAML 23 0 0 09 Oct 2024
Diffuse or Confuse: A Diffusion Deepfake Speech Dataset Anton Firc K. Malinka P. Hanáček DiffM 23 0 0 09 Oct 2024
A Comprehensive Survey with Critical Analysis for Deepfake Speech Detection Lam Pham Phat Lam Dat Tran Hieu Tang Tin Nguyen Alexander Schindler Canh Vu Alexander Polonsky Canh Vu 44 3 0 23 Sep 2024
Universal Pooling Method of Multi-layer Features from Pretrained Models for Speaker Verification Jin Sob Kim Hyun Joon Park Wooseok Shin Sung Won Han SLR 27 0 0 12 Sep 2024
USTC-KXDIGIT System Description for ASVspoof5 Challenge Y. Chen Haochen Wu Nan Jiang Xiang Xia Qing Gu ... Sian Fang Yan Song Wu Guo Lin Liu Minqiang Xu 22 1 0 03 Sep 2024
SONICS: Synthetic Or Not -- Identifying Counterfeit Songs Md Awsafur Rahman Zaber Ibn Abdul Hakim Najibul Haque Sarker Bishmoy Paul S. Fattah 33 6 0 26 Aug 2024
Towards Attention-based Contrastive Learning for Audio Spoof Detection C. Goel Surya Koppisetti Ben Colman Ali Shahriyari Gaurav Bharaj 50 5 0 03 Jul 2024
Genuine-Focused Learning using Mask AutoEncoder for Generalized Fake Audio Detection Xiaopeng Wang Ruibo Fu Zhengqi Wen Zhiyong Wang Yuankun Xie ... Xuefei Liu Yongwei Li Xin Qi Yi Lu Shuchen Shi 23 4 0 05 Jun 2024
Generalized Fake Audio Detection via Deep Stable Learning Zhiyong Wang Ruibo Fu Zhengqi Wen Yuankun Xie Yukun Liu ... Yongwei Li Jianhua Tao Yi Lu Xin Qi Shuchen Shi 37 7 0 05 Jun 2024
Harder or Different? Understanding Generalization of Audio Deepfake Detection Nicolas M. Muller Nicholas W. D. Evans Hemlata Tak Philip Sperl Konstantin Böttinger 16 3 0 05 Jun 2024
Do You Remember? Overcoming Catastrophic Forgetting for Fake Audio Detection Xiaohui Zhang Jiangyan Yi J. Tao Chenglong Wang Chuyuan Zhang CLL 19 22 0 07 Aug 2023
PSVRF: Learning to restore Pitch-Shifted Voice without reference Yangfu Li Xiaodan Lin Jiaxin Yang 11 0 0 06 Oct 2022
RawBoost: A Raw Data Boosting and Augmentation Method applied to Automatic Speaker Verification Anti-Spoofing Hemlata Tak Madhu R. Kamble J. Patino Massimiliano Todisco Nicholas W. D. Evans 49 65 0 08 Nov 2021
AASIST: Audio Anti-Spoofing using Integrated Spectro-Temporal Graph Attention Networks Jee-weon Jung Hee-Soo Heo Hemlata Tak Hye-jin Shim Joon Son Chung Bong-Jin Lee Ha-Jin Yu Nicholas W. D. Evans 100 180 0 04 Oct 2021
Fine-tuning wav2vec2 for speaker recognition Nik Vaessen David A. van Leeuwen 34 107 0 30 Sep 2021
ASVspoof 2019: spoofing countermeasures for the detection of synthesized, converted and replayed speech A. Nautsch Xin Wang Nicholas W. D. Evans Tomi Kinnunen Ville Vestman Massimiliano Todisco Héctor Delgado Md. Sahidullah Junichi Yamagishi Kong Aik Lee 97 141 0 11 Feb 2021
Exploring wav2vec 2.0 on speaker verification and language identification Zhiyun Fan Meng Li Shiyu Zhou Bo Xu 103 169 0 11 Dec 2020