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ASVspoof 2021: accelerating progress in spoofed and deepfake speech
  detection

ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

1 September 2021
Junichi Yamagishi
Xin Wang
Massimiliano Todisco
Md. Sahidullah
J. Patino
A. Nautsch
Xuechen Liu
Kong Aik Lee
Tomi Kinnunen
Nicholas W. D. Evans
Héctor Delgado
ArXivPDFHTML

Papers citing "ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection"

50 / 52 papers shown
Title
A Survey on Unlearnable Data
A Survey on Unlearnable Data
Jiahao Li
Yiqiang Chen
Yunbing Xing
Yang Gu
Xiangyuan Lan
AAML
58
0
0
30 Mar 2025
DIN-CTS: Low-Complexity Depthwise-Inception Neural Network with Contrastive Training Strategy for Deepfake Speech Detection
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
53
1
0
27 Feb 2025
Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection
Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection
Yassine El Kheir
Youness Samih
Suraj Maharjan
Tim Polzehl
Sebastian Möller
73
1
0
05 Feb 2025
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
56
3
0
23 Sep 2024
SpoofCeleb: Speech Deepfake Detection and SASV In The Wild
SpoofCeleb: Speech Deepfake Detection and SASV In The Wild
Jee-weon Jung
Yihan Wu
Xin Wang
Ji-Hoon Kim
Soumi Maiti
...
Joon Son Chung
Wangyou Zhang
Seyun Um
Shinnosuke Takamichi
Shinji Watanabe
68
1
0
18 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
43
1
0
03 Sep 2024
ADD 2023: Towards Audio Deepfake Detection and Analysis in the Wild
ADD 2023: Towards Audio Deepfake Detection and Analysis in the Wild
Jiangyan Yi
Chu Yuan Zhang
Jianhua Tao
Chenglong Wang
Xinrui Yan
Yong Ren
Hao Gu
Junzuo Zhou
52
1
0
09 Aug 2024
Towards Attention-based Contrastive Learning for Audio Spoof Detection
Towards Attention-based Contrastive Learning for Audio Spoof Detection
C. Goel
Surya Koppisetti
Ben Colman
Ali Shahriyari
Gaurav Bharaj
60
5
0
03 Jul 2024
GMM-ResNet2: Ensemble of Group ResNet Networks for Synthetic Speech
  Detection
GMM-ResNet2: Ensemble of Group ResNet Networks for Synthetic Speech Detection
Zhenchun Lei
Hui Yan
Changhong Liu
Yong Zhou
Minglei Ma
42
2
0
02 Jul 2024
FakeSound: Deepfake General Audio Detection
FakeSound: Deepfake General Audio Detection
Zeyu Xie
Baihan Li
Xuenan Xu
Zheng Liang
Kai Yu
Mengyue Wu
33
2
0
12 Jun 2024
Harder or Different? Understanding Generalization of Audio Deepfake
  Detection
Harder or Different? Understanding Generalization of Audio Deepfake Detection
Nicolas M. Muller
Nicholas W. D. Evans
Hemlata Tak
Philip Sperl
Konstantin Böttinger
29
3
0
05 Jun 2024
Towards the Development of a Real-Time Deepfake Audio Detection System
  in Communication Platforms
Towards the Development of a Real-Time Deepfake Audio Detection System in Communication Platforms
J. J. Mathew
Rakin Ahsan
Sae Furukawa
Jagdish Gautham Krishna Kumar
Huzaifa Pallan
Agamjeet Singh Padda
Sara Adamski
Madhu Reddiboina
Arjun Pankajakshan
29
2
0
18 Mar 2024
A New Approach to Voice Authenticity
A New Approach to Voice Authenticity
Nicolas M. Muller
Piotr Kawa
Shen Hu
Matthias Neu
Jennifer Williams
Philip Sperl
Konstantin Böttinger
39
4
0
09 Feb 2024
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
24
5
0
05 Oct 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
36
23
0
07 Aug 2023
Adaptive Fake Audio Detection with Low-Rank Model Squeezing
Adaptive Fake Audio Detection with Low-Rank Model Squeezing
Xiaohui Zhang
Jiangyan Yi
J. Tao
Chenlong Wang
Le Xu
Ruibo Fu
36
6
0
08 Jun 2023
Spoofing Attacker Also Benefits from Self-Supervised Pretrained Model
Spoofing Attacker Also Benefits from Self-Supervised Pretrained Model
Aoi Ito
Shota Horiguchi
SSL
27
2
0
24 May 2023
The defender's perspective on automatic speaker verification: An
  overview
The defender's perspective on automatic speaker verification: An overview
Haibin Wu
Jiawen Kang
Lingwei Meng
Helen Meng
Hung-yi Lee
AAML
24
14
0
22 May 2023
AI-Synthesized Voice Detection Using Neural Vocoder Artifacts
AI-Synthesized Voice Detection Using Neural Vocoder Artifacts
Chengzhe Sun
Shan Jia
Shuwei Hou
Siwei Lyu
38
39
0
25 Apr 2023
Exposing AI-Synthesized Human Voices Using Neural Vocoder Artifacts
Exposing AI-Synthesized Human Voices Using Neural Vocoder Artifacts
Chengzhe Sun
Shan Jia
Shuwei Hou
Ehab AlBadawy
Siwei Lyu
130
3
0
18 Feb 2023
Warning: Humans Cannot Reliably Detect Speech Deepfakes
Warning: Humans Cannot Reliably Detect Speech Deepfakes
Kimberly T. Mai
Sergi D. Bray
Toby O. Davies
Lewis D. Griffin
41
40
0
19 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
NANSY++: Unified Voice Synthesis with Neural Analysis and Synthesis
NANSY++: Unified Voice Synthesis with Neural Analysis and Synthesis
Hyeong-Seok Choi
Jinhyeok Yang
Juheon Lee
Hyeongju Kim
20
46
0
17 Nov 2022
Low Pass Filtering and Bandwidth Extension for Robust Anti-spoofing
  Countermeasure Against Codec Variabilities
Low Pass Filtering and Bandwidth Extension for Robust Anti-spoofing Countermeasure Against Codec Variabilities
Yikang Wang
Xingming Wang
Hiromitsu Nishizaki
Ming Li
24
6
0
12 Nov 2022
EmoFake: An Initial Dataset for Emotion Fake Audio Detection
EmoFake: An Initial Dataset for Emotion Fake Audio Detection
Yan Zhao
Jiangyan Yi
J. Tao
Chenglong Wang
Xiaohui Zhang
Yongfeng Dong
24
10
0
10 Nov 2022
Combining Automatic Speaker Verification and Prosody Analysis for
  Synthetic Speech Detection
Combining Automatic Speaker Verification and Prosody Analysis for Synthetic Speech Detection
L. Attorresi
Davide Salvi
Clara Borrelli
Paolo Bestagini
Stefano Tubaro
18
22
0
31 Oct 2022
Deepfake Detection System for the ADD Challenge Track 3.2 Based on Score
  Fusion
Deepfake Detection System for the ADD Challenge Track 3.2 Based on Score Fusion
Yuxiang Zhang
Jingze Lu
Xingming Wang
Zhuo Li
Runqiu Xiao
Wenchao Wang
Ming Li
Pengyuan Zhang
46
5
0
13 Oct 2022
SpecRNet: Towards Faster and More Accessible Audio DeepFake Detection
SpecRNet: Towards Faster and More Accessible Audio DeepFake Detection
Piotr Kawa
Marcin Plata
P. Syga
37
14
0
12 Oct 2022
The Sound of Silence: Efficiency of First Digit Features in Synthetic
  Audio Detection
The Sound of Silence: Efficiency of First Digit Features in Synthetic Audio Detection
Daniele Mari
Federica Latora
Simone Milani
13
11
0
06 Oct 2022
ASVspoof 2021: Towards Spoofed and Deepfake Speech Detection in the Wild
ASVspoof 2021: Towards Spoofed and Deepfake Speech Detection in the Wild
Xuechen Liu
Xin Wang
Md. Sahidullah
J. Patino
Héctor Delgado
...
Massimiliano Todisco
Junichi Yamagishi
Nicholas W. D. Evans
A. Nautsch
Kong Aik Lee
40
173
0
05 Oct 2022
Fully Automated End-to-End Fake Audio Detection
Fully Automated End-to-End Fake Audio Detection
Chenglong Wang
Jiangyan Yi
J. Tao
Haiyang Sun
Xun Chen
Zhengkun Tian
Haoxin Ma
Cunhang Fan
Ruibo Fu
26
28
0
20 Aug 2022
Audio Deepfake Detection Based on a Combination of F0 Information and
  Real Plus Imaginary Spectrogram Features
Audio Deepfake Detection Based on a Combination of F0 Information and Real Plus Imaginary Spectrogram Features
Jun Xue
Cunhang Fan
Zhao Lv
J. Tao
Jiangyan Yi
C. Zheng
Zhengqi Wen
Minmin Yuan
S. Shao
30
31
0
02 Aug 2022
Backend Ensemble for Speaker Verification and Spoofing Countermeasure
Backend Ensemble for Speaker Verification and Spoofing Countermeasure
Li Zhang
Yue Li
Huan Zhao
Qing Wang
Linfu Xie
AAML
20
10
0
05 Jul 2022
Attack Agnostic Dataset: Towards Generalization and Stabilization of
  Audio DeepFake Detection
Attack Agnostic Dataset: Towards Generalization and Stabilization of Audio DeepFake Detection
Piotr Kawa
Marcin Plata
P. Syga
AAML
49
23
0
27 Jun 2022
End-to-End Zero-Shot Voice Conversion with Location-Variable
  Convolutions
End-to-End Zero-Shot Voice Conversion with Location-Variable Convolutions
Wonjune Kang
M. Hasegawa-Johnson
D. Roy
32
8
0
19 May 2022
Transferability of Adversarial Attacks on Synthetic Speech Detection
Transferability of Adversarial Attacks on Synthetic Speech Detection
Jiacheng Deng
Shunyi Chen
Li Dong
Diqun Yan
Rangding Wang
AAML
19
0
0
16 May 2022
An Overview of Recent Work in Media Forensics: Methods and Threats
An Overview of Recent Work in Media Forensics: Methods and Threats
Kratika Bhagtani
A. Yadav
Emily R. Bartusiak
Ziyue Xiang
Ruiting Shao
Sriram Baireddy
Edward J. Delp
AAML
55
25
0
26 Apr 2022
The PartialSpoof Database and Countermeasures for the Detection of Short
  Fake Speech Segments Embedded in an Utterance
The PartialSpoof Database and Countermeasures for the Detection of Short Fake Speech Segments Embedded in an Utterance
Lin Zhang
Xin Wang
Erica Cooper
Nicholas W. D. Evans
Junichi Yamagishi
24
56
0
11 Apr 2022
A Study of Using Cepstrogram for Countermeasure Against Replay Attacks
A Study of Using Cepstrogram for Countermeasure Against Replay Attacks
Shih-Kuang Lee
Yu Tsao
Hsin-Min Wang
30
2
0
09 Apr 2022
Anti-Spoofing Using Transfer Learning with Variational Information
  Bottleneck
Anti-Spoofing Using Transfer Learning with Variational Information Bottleneck
Youngsik Eom
Yeonghyeon Lee
Ji Sub Um
Hoi-Rim Kim
35
25
0
04 Apr 2022
Adversarial Speaker Distillation for Countermeasure Model on Automatic
  Speaker Verification
Adversarial Speaker Distillation for Countermeasure Model on Automatic Speaker Verification
Yen-Lun Liao
Xuan-Bo Chen
Chung-Che Wang
J. Jang
AAML
41
8
0
31 Mar 2022
Spoofing-Aware Speaker Verification by Multi-Level Fusion
Spoofing-Aware Speaker Verification by Multi-Level Fusion
Haibin Wu
Lingwei Meng
Jiawen Kang
Jinchao Li
Xu Li
Xixin Wu
Hung-yi Lee
Helen Meng
22
8
0
29 Mar 2022
Spoofing-Aware Speaker Verification with Unsupervised Domain Adaptation
Spoofing-Aware Speaker Verification with Unsupervised Domain Adaptation
Xuechen Liu
Md. Sahidullah
Tomi Kinnunen
46
6
0
21 Mar 2022
SA-SASV: An End-to-End Spoof-Aggregated Spoofing-Aware Speaker
  Verification System
SA-SASV: An End-to-End Spoof-Aggregated Spoofing-Aware Speaker Verification System
Zhongwei Teng
Quchen Fu
Jules White
Maria E. Powell
Douglas C. Schmidt
30
11
0
12 Mar 2022
The Vicomtech Audio Deepfake Detection System based on Wav2Vec2 for the
  2022 ADD Challenge
The Vicomtech Audio Deepfake Detection System based on Wav2Vec2 for the 2022 ADD Challenge
Juan M. Martín-Donas
Aitor Álvarez
38
98
0
03 Mar 2022
Automatic speaker verification spoofing and deepfake detection using
  wav2vec 2.0 and data augmentation
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
34
152
0
24 Feb 2022
ADD 2022: the First Audio Deep Synthesis Detection Challenge
ADD 2022: the First Audio Deep Synthesis Detection Challenge
Jiangyan Yi
Ruibo Fu
J. Tao
Shuai Nie
Haoxin Ma
...
Le Xu
Zhengqi Wen
Haizhou Li
Zheng Lian
Bin Liu
14
175
0
17 Feb 2022
Partially Fake Audio Detection by Self-attention-based Fake Span
  Discovery
Partially Fake Audio Detection by Self-attention-based Fake Span Discovery
Haibin Wu
Heng-Cheng Kuo
Naijun Zheng
Kuo-Hsuan Hung
Hung-yi Lee
Yu Tsao
Hsin-Min Wang
Helen Meng
35
36
0
14 Feb 2022
RawBoost: A Raw Data Boosting and Augmentation Method applied to
  Automatic Speaker Verification Anti-Spoofing
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
66
103
0
08 Nov 2021
AASIST: Audio Anti-Spoofing using Integrated Spectro-Temporal Graph
  Attention Networks
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
153
283
0
04 Oct 2021
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