One-class Learning Towards Synthetic Voice Spoofing Detection

27 October 2020

Papers citing "One-class Learning Towards Synthetic Voice Spoofing Detection"

50 / 76 papers shown

Title
FADEL: Uncertainty-aware Fake Audio Detection with Evidential Deep Learning Ju Yeon Kang J. Yoon Semin Kim Min Hyun Han Nam Soo Kim 27 0 0 22 Apr 2025
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Awais Khan Ijaz Ul Haq K. Malik 71 0 0 29 Nov 2024
Toward Robust Real-World Audio Deepfake Detection: Closing the Explainability Gap Georgia Channing Juil Sock Ronald Clark Philip H. S. Torr Christian Schroeder de Witt 35 2 0 09 Oct 2024
Augmentation through Laundering Attacks for Audio Spoof Detection Hashim Ali Surya Subramani Hafiz Malik 26 0 0 01 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 48 3 0 23 Sep 2024
SafeEar: Content Privacy-Preserving Audio Deepfake Detection Xinfeng Li Kai Li Yifan Zheng Chen Yan Xiaoyu Ji Wenyuan Xu 31 13 0 14 Sep 2024
VoiceWukong: Benchmarking Deepfake Voice Detection Ziwei Yan Yanjie Zhao Haoyu Wang 32 1 0 10 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 36 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 38 7 0 26 Aug 2024
Toward Improving Synthetic Audio Spoofing Detection Robustness via Meta-Learning and Disentangled Training With Adversarial Examples Zhenyu Wang John H. L. Hansen AAML 30 1 0 23 Aug 2024
ASASVIcomtech: The Vicomtech-UGR Speech Deepfake Detection and SASV Systems for the ASVspoof5 Challenge Juan M. Martín-Donas Eros Roselló A. Gómez Aitor Álvarez Iván López-Espejo Antonio M. Peinado 35 0 0 19 Aug 2024
SZU-AFS Antispoofing System for the ASVspoof 5 Challenge Yuxiong Xu Jiafeng Zhong Sengui Zheng Zefeng Liu Bin Li 37 2 0 19 Aug 2024
Targeted Augmented Data for Audio Deepfake Detection Marcella Astrid Enjie Ghorbel Djamila Aouada AAML 29 0 0 10 Jul 2024
Beyond Silence: Bias Analysis through Loss and Asymmetric Approach in Audio Anti-Spoofing Hye-jin Shim Md. Sahidullah Jee-weon Jung Shinji Watanabe Tomi Kinnunen 31 2 0 25 Jun 2024
One-Class Learning with Adaptive Centroid Shift for Audio Deepfake Detection Hyun Myung Kim Kangwook Jang Hoirin Kim 29 5 0 24 Jun 2024
A Multi-Stream Fusion Approach with One-Class Learning for Audio-Visual Deepfake Detection Kyungbok Lee You Zhang Zhiyao Duan 25 0 0 20 Jun 2024
Frequency-mix Knowledge Distillation for Fake Speech Detection Cunhang Fan Shunbo Dong Jun Xue Yujie Chen Jiangyan Yi Zhao Lv 19 0 0 14 Jun 2024
Generalized Source Tracing: Detecting Novel Audio Deepfake Algorithm with Real Emphasis and Fake Dispersion Strategy Yuankun Xie Ruibo Fu Zhengqi Wen Zhiyong Wang Xiaopeng Wang Haonnan Cheng Long Ye Jianhua Tao 34 2 0 05 Jun 2024
How Do Neural Spoofing Countermeasures Detect Partially Spoofed Audio? Tianchi Liu Lin Zhang Rohan Kumar Das Yi Ma Ruijie Tao Haizhou Li 36 7 0 04 Jun 2024
Training-Free Deepfake Voice Recognition by Leveraging Large-Scale Pre-Trained Models Alessandro Pianese D. Cozzolino Giovanni Poggi L. Verdoliva 35 5 0 03 May 2024
CLAD: Robust Audio Deepfake Detection Against Manipulation Attacks with Contrastive Learning Hao Wu Jing Chen Ruiying Du Cong Wu Kun He Xingcan Shang Hao Ren Guowen Xu AAML 40 8 0 24 Apr 2024
Audio Anti-Spoofing Detection: A Survey Menglu Li Yasaman Ahmadiadli Xiao-Ping Zhang 42 17 0 22 Apr 2024
VoiceCraft: Zero-Shot Speech Editing and Text-to-Speech in the Wild Puyuan Peng Po-Yao (Bernie) Huang Daniel Li Abdelrahman Mohamed David F. Harwath 71 57 0 25 Mar 2024
Generalizing Speaker Verification for Spoof Awareness in the Embedding Space Xuechen Liu Md. Sahidullah K. Lee Tomi Kinnunen AAML 31 7 0 20 Jan 2024
What to Remember: Self-Adaptive Continual Learning for Audio Deepfake Detection Xiaohui Zhang Jiangyan Yi Chenglong Wang Chuyuan Zhang Siding Zeng Jianhua Tao 57 25 0 15 Dec 2023
A Practical Survey on Emerging Threats from AI-driven Voice Attacks: How Vulnerable are Commercial Voice Control Systems? Yuanda Wang Qiben Yan Nikolay Ivanov Xun Chen AAML 13 2 0 10 Dec 2023
Detecting Voice Cloning Attacks via Timbre Watermarking Chang-rui Liu Jie Zhang Tianwei Zhang Xi Yang Weiming Zhang Neng H. Yu 22 28 0 06 Dec 2023
Securing Voice Biometrics: One-Shot Learning Approach for Audio Deepfake Detection Awais Khan K. Malik 14 5 0 05 Oct 2023
Bridging the Spoof Gap: A Unified Parallel Aggregation Network for Voice Presentation Attacks Awais Khan K. Malik 14 0 0 19 Sep 2023
One-Class Knowledge Distillation for Spoofing Speech Detection Jingze Lu Yuxiang Zhang Wenchao Wang Zengqiang Shang Pengyuan Zhang 27 19 0 15 Sep 2023
HM-Conformer: A Conformer-based audio deepfake detection system with hierarchical pooling and multi-level classification token aggregation methods Hyun-Seo Shin Ju-Sung Heo Ju-ho Kim Chanmann Lim Wonbin Kim Ha-Jin Yu 25 5 0 15 Sep 2023
SingFake: Singing Voice Deepfake Detection Yongyi Zang You Zhang Mojtaba Heydari Zhiyao Duan 22 29 0 14 Sep 2023
An Efficient Temporary Deepfake Location Approach Based Embeddings for Partially Spoofed Audio Detection Yuankun Xie Haonan Cheng Yutian Wang Long Ye 27 6 0 06 Sep 2023
Audio Deepfake Detection: A Survey Jiangyan Yi Chenglong Wang J. Tao Xiaohui Zhang Chu Yuan Zhang Yan Zhao 33 41 0 29 Aug 2023
Spatial Reconstructed Local Attention Res2Net with F0 Subband for Fake Speech Detection Cunhang Fan Jun Xue J. Tao Jiangyan Yi Chenglong Wang C. Zheng Zhao Lv 28 8 0 19 Aug 2023
Robust Audio Anti-Spoofing with Fusion-Reconstruction Learning on Multi-Order Spectrograms Penghui Wen Kun Hu Wenxi Yue Sen Zhang Wanlei Zhou Zhiyong Wang 18 9 0 18 Aug 2023
Do You Remember? Overcoming Catastrophic Forgetting for Fake Audio Detection Xiaohui Zhang Jiangyan Yi J. Tao Chenglong Wang Chuyuan Zhang CLL 34 22 0 07 Aug 2023
Multi-perspective Information Fusion Res2Net with RandomSpecmix for Fake Speech Detection Shunbo Dong Jun Xue Cunhang Fan Kang Zhu Yujie Chen Zhao Lv 23 4 0 27 Jun 2023
Multi-Dataset Co-Training with Sharpness-Aware Optimization for Audio Anti-spoofing Hye-jin Shim Jee-weon Jung Tomi Kinnunen 19 13 0 31 May 2023
Betray Oneself: A Novel Audio DeepFake Detection Model via Mono-to-Stereo Conversion Rui Liu Jinhua Zhang Guanglai Gao Haizhou Li 20 9 0 25 May 2023
TO-Rawnet: Improving RawNet with TCN and Orthogonal Regularization for Fake Audio Detection Chenglong Wang Jiangyan Yi J. Tao Chuyuan Zhang Shuai Zhang Ruibo Fu Xun Chen 24 9 0 23 May 2023
VSMask: Defending Against Voice Synthesis Attack via Real-Time Predictive Perturbation Yuanda Wang Hanqing Guo Guangjing Wang Bocheng Chen Qiben Yan AAML 25 17 0 09 May 2023
Learning From Yourself: A Self-Distillation Method for Fake Speech Detection Jun Xue Cunhang Fan Jiangyan Yi Chenglong Wang Zhengqi Wen Dan Zhang Zhao Lv 26 34 0 02 Mar 2023
Deepfake CAPTCHA: A Method for Preventing Fake Calls Lior Yasur Guy Frankovits Fred M. Grabovski Yisroel Mirsky 33 11 0 08 Jan 2023
Audio Anti-spoofing Using a Simple Attention Module and Joint Optimization Based on Additive Angular Margin Loss and Meta-learning John H. L. Hansen Zhenyu Wang 32 15 0 17 Nov 2022
SAMO: Speaker Attractor Multi-Center One-Class Learning for Voice Anti-Spoofing Sivan Ding You Zhang Z. Duan 28 28 0 04 Nov 2022
Voice Spoofing Countermeasures: Taxonomy, State-of-the-art, experimental analysis of generalizability, open challenges, and the way forward Awais Khan K. Malik James Ryan Mikul Saravanan AAML 40 11 0 02 Oct 2022
Deepfake audio detection by speaker verification Alessandro Pianese D. Cozzolino Giovanni Poggi L. Verdoliva 25 38 0 28 Sep 2022
Faked Speech Detection with Zero Prior Knowledge Sahar Al Ajmi Khizar Hayat Alaa M. Al Obaidi Naresh Kumar Munaf Najmuldeen Baptiste Magnier 16 2 0 26 Sep 2022
Synthetic Voice Spoofing Detection Based On Online Hard Example Mining Che-Ming Hu R. Zhou 19 1 0 23 Sep 2022