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One-class Learning Towards Synthetic Voice Spoofing Detection

One-class Learning Towards Synthetic Voice Spoofing Detection

27 October 2020
You Zhang
Fei Jiang
Z. Duan
ArXivPDFHTML

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
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
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
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
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
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
46
3
0
23 Sep 2024
SafeEar: Content Privacy-Preserving Audio Deepfake Detection
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
VoiceWukong: Benchmarking Deepfake Voice Detection
Ziwei Yan
Yanjie Zhao
Haoyu Wang
32
1
0
10 Sep 2024
USTC-KXDIGIT System Description for ASVspoof5 Challenge
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
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
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
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
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
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
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
27
2
0
25 Jun 2024
One-Class Learning with Adaptive Centroid Shift for Audio Deepfake
  Detection
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
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
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
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?
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
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
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
Audio Anti-Spoofing Detection: A Survey
Menglu Li
Yasaman Ahmadiadli
Xiao-Ping Zhang
39
17
0
22 Apr 2024
VoiceCraft: Zero-Shot Speech Editing and Text-to-Speech in the Wild
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
68
57
0
25 Mar 2024
Generalizing Speaker Verification for Spoof Awareness in the Embedding
  Space
Generalizing Speaker Verification for Spoof Awareness in the Embedding Space
Xuechen Liu
Md. Sahidullah
K. Lee
Tomi Kinnunen
AAML
29
7
0
20 Jan 2024
What to Remember: Self-Adaptive Continual Learning for Audio Deepfake
  Detection
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?
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
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
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
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
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
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
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
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
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
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
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
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
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
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
Betray Oneself: A Novel Audio DeepFake Detection Model via Mono-to-Stereo Conversion
Rui Liu
Jinhua Zhang
Guanglai Gao
Haizhou Li
18
9
0
25 May 2023
TO-Rawnet: Improving RawNet with TCN and Orthogonal Regularization for
  Fake Audio Detection
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
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
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
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
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
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
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
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
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
Synthetic Voice Spoofing Detection Based On Online Hard Example Mining
Che-Ming Hu
R. Zhou
19
1
0
23 Sep 2022
12
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