The ASVspoof 2017 Challenge: Assessing the Limits of Replay Spoofing Attack Detection

Cited by (536)

Items 401–500 of 536

1. Detection of Mimicry Attacks on Speaker Verification System for Cartoon Characters’ Dataset
   Raag Anarkat, Sapan H. Mankad, Priyank Thakkar, Vijay Ukani · 2018 · Smart innovation, systems and technologies
2. SHNU Anti-spoofing Systems for ASVspoof 2019 Challenge
   Zhimin Feng, Qiqi Tong, Yanhua Long, Shuang Wei, Chunxia Yang, Qiaozheng Zhang · 2019 · Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC)
3. An evaluation of voice conversion with neural network spectral mapping models and WaveNet vocoder
   Patrick Lumban Tobing, Yi-Chiao Wu, Tomoki Hayashi, Kazuhiro Kobayashi, Tomoki Toda · 2020 · APSIPA Transactions on Signal and Information Processing
4. Spoken Pass-Phrase Verification in the i-vector Space
   Hossein Zeinali, Lukáš Burget, Hossein Sameti, Honza Černocký · 2018 · The Speaker and Language Recognition Workshop (Odyssey)
5. Proceedings of the DMRN+12: Digital Music Research Network Workshop
   Panos Kudumakis, Mark Sadler · 2017 · Institutional Research Information System (Università degli Studi di Trento)
6. Replay spoofing countermeasures using high spectro-temporal resolution features
   K.N.R.K. Raju Alluri, Anil Kumar Vuppala · 2019 · International Journal of Speech Technology
7. Audio Replay Attack Detection for Speaker Verification System Using Convolutional Neural Networks
   P. J. Kemanth, Sujata Supanekar, Shashidhar G. Koolagudi · 2019 · Lecture notes in computer science
8. An analysis of speaker dependent models in replay detection
   Gajan Suthokumar, Kaavya Sriskandaraja, Vidhyasaharan Sethu, Eliathamby Ambikairajah A, Haizhou Li · 2020 · APSIPA Transactions on Signal and Information Processing
9. Smartphone Audio Replay Attacks Dataset
   Hareesh Mandalapu, Raghavendra Ramachandra, Christoph Busch · 2021 · International Workshop on Biometrics and Forensics (IWBF)
10. Countermeasures and Challenges for Detection of Spoofing Attacks in Automatic Speaker Verification System
    Amol Chaudhari, D. K. Shedge · 2021 · International Conference for Emerging Technology (INCET)
11. SASV Based on Pre-trained ASV System and Integrated Scoring Module
    Yuxiang Zhang, Zhuo Li, Wenchao Wang, Pengyuan Zhang · 2022 · Interspeech (USB)
12. A Pre-Training Framework Based on Multi-Order Acoustic Simulation for Replay Voice Spoofing Detection
    Changhwan Go, Nam In Park, Oc‐Yeub Jeon, Chanjun Chun · 2023 · Sensors
13. Integration of Timbrel, Cepstral Domain and Linear Prediction-Based Features for Replay Attack Detection
    Amol A. Chaudhari, D. K. Shedge, Vinayak K. Bairagi · 2023 · International Journal of Electrical and Electronics Engineering
14. Discriminate Natural versus Loudspeaker Emitted Speech
    Thanh‐Ha Le, Philippe Gilberton, Ngoc Q. K. Duong · 2019 · IEEE International Conference on Acoustics Speech and Signal Processing
15. An Initial Investigation on Optimizing Tandem Speaker Verification and Countermeasure Systems Using Reinforcement Learning
    Anssi Kanervisto, Ville Hautamäki, Tomi Kinnunen, Junichi Yamagishi · 2020 · The Speaker and Language Recognition Workshop (Odyssey)
16. ReMASC: Realistic Replay Attack Corpus for Voice Controlled Systems
    Yuan Gong, Jian Yang, Jacob Huber, Mitchell MacKnight, Christian Poellabauer · 2019 · arXiv (Cornell University)
17. Audio-replay attack detection countermeasures
    Galina Lavrentyeva, Sergey Novoselov, Egor Malykh, Alexander Kozlov, Oleg Kudashev, Vadim Shchemelinin · 2017 · arXiv (Cornell University)
18. Replay Spoofing Countermeasure Using Autoencoder and Siamese Network on ASVspoof 2019 Challenge
    Mohammad Adiban, Hossein Sameti, Saeedreza Shehnepoor · 2019 · arXiv (Cornell University)
19. A study on the role of subsidiary information in replay attack spoofing detection
    Jee-weon Jung, Hye-jin Shim, Hee-Soo Heo, Ha-Jin Yu · 2020 · arXiv (Cornell University)
20. LRPD: Large Replay Parallel Dataset
    Ivan Yakovlev, Mikhail Melnikov, Nikita Bukhal, Rostislav Makarov, Alexander Alenin, Nikita Torgashov, Anton Okhotnikov · 2022 · IEEE International Conference on Acoustics Speech and Signal Processing
21. Poster Abstract: LiveDetector: Towards Privacy-Preserving Voice Liveness Detection
    Bhawana Chhaglani, Jeremy Gummeson, Prashant J. Shenoy · 2025 · ACM Conference on Embedded Networked Sensor Systems (SenSys)
22. Review and analysis of audio spoof countermeasures: an attack perspective
    Nidhi Chakravarty, Mohit Dua · 2025 · International Journal of Speech Technology
23. Enhancing the Detection of Deepfake Audio Using Explainable AI Techniques for Secure and Trustworthy Applications
    Burri Naresh, Ravikumar Ch, K. Shirisha Reddy, Sunke Srinivas, Anjum Nazir Qureshi Sheikh, K Raghavendar · 2025 · International Conference on Applications of Machine Intelligence and Data Analytics (ICAMIDA)
24. Toward robust replay attack detection in Automatic Speaker Verification: A study of spectrum estimation and channel magnitude response modeling
    Şule Bekiryazıcı, Cemal Hanilçi, Neyir Ozcan · 2025 · Computer Speech & Language
25. Exploring Source Features with Deep Residual Neural Networks for Replay Attack Detection
    Suresh Veesa, Vamsi Krishna Badugu, Madhusudan Singh · 2025 · Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC)
26. Linear Prediction Networks for Residual based Replay Speech Detection
    Suresh Veesa, Vamsi Krishna Badugu, Madhusudan Singh · 2025 · IEEE India Council International Subsections Conference (INDISCON)
27. Impact of Microphone Array Mismatches to Learning-Based Replay Speech Detection
    Michael Neri, Tuomas I. Virtanen · 2025 · European Signal Processing Conference (EUSIPCO)
28. Robust Detection of Partially Spoofed Audio Using Semantic-Aware Inconsistency Learning
    Jialu Cao, Hui Tian, Peng Tian, Haizhou Li, Jianzong Wang · 2025 · IEEE Transactions on Audio Speech and Language Processing
29. Towards Generalized Source Tracing for Codec-Based Deepfake Speech
    I‐Ming Lin, Xuanjun Chen, Lin Zhang, Haibin Wu, Hung-yi Lee, Jyh‐Shing Roger Jang · 2025 · IEEE Workshop on Automatic Speech Recognition and Understanding (ASRU)
30. MFF-Net: Multi-Feature Fusion Network for Speech Deception Detection
    Zhihao Zhou, Mingxing Li, Shucheng Huang · 2026 · Applied Sciences
31. Zero-Shot to Zero-Lies: Detecting Bengali Deepfake Audio Through Transfer Learning
    Most. Sharmin Sultana Samu, Md Rakibul Islam, Md. Zahid Hossain, Md. Kamrozzaman Bhuiyan, Farhad Uz Zaman · 2025 · International Conference on Computer and Information Technology (ICCIT)
32. CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech
    Xuanjun Chen, Jiawei Du, Haibin Wu, Lin Zhang, I‐Ming Lin, I-Hsiang Chiu, Wenze Ren, Yuan Tseng, Yu Tsao, Jyh‐Shing Roger Jang et al. · 2026 · IEEE Transactions on Audio Speech and Language Processing
33. Perturbed Public Voices (P 2 V): A Dataset for Robust Audio Deepfake Detection
    Chongyang Gao, Marco Postiglione, Isabel Gortner, Sarit Kraus, V. S. Subrahmanian · 2026 · ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD)
34. Cross-Domain Generalization From Synthesized to Human-Imitated Speech Detection
    Khalid Zaman, Kai Li, Anuwat Chaiwongyen, Yasufumi Uezu, Shunsuke Kidani, Masashi Unoki · 2026 · IEEE Access
35. Development of Multilingual Speech Database for Speaker Recognition in Indian Languages
    K P Bharath, Rajesh Kumar M · 2022 · International Conference on Wireless Communications, Signal Processing and Networking (WiSPNET)
36. Generalized Replay Spoofing Countermeasure Based on Combining Local Subclassification Models
    Sarah Mohammed Altuwayjiri, Ouiem Bchir, Mohamed Maher Ben Ismail · 2022 · Applied Sciences
37. Synthetic Speech Classification using Bidirectional LSTM Networks
    Aswin Sankesh G S, V Ganeshkumar, Vetrivel Chelian Thirumavalavan, P. G. S. Velmurugan, Madhan Nanchan Suresh, Thiruvengadam Sundarrajan Jayaraman · 2022 · IEEE Global Conference for Advancement in Technology (GCAT)
38. Phantom-CSI Attacks against Wireless Liveness Detection
    Qiuye He, Song Fang · 2023 · International Symposium on Research in Attacks, Intrusions and Defenses (RAID)
39. On The Role of Room Acoustics in Audio Presentation Attack Detection
    Nikolay D. Gaubitch, David Looney · 2024 · IEEE International Conference on Acoustics Speech and Signal Processing
40. Detection of Synthetically Generated Speech By IJISRT
    C. Kavitha, Pavan G, Josh Kayyaniyil Joby, R Vipul Nayak, Rakesh Rathod · 2024 · International Journal of Innovative Science and Research Technology (IJISRT)
41. Partially Fake Audio Detection Based on MOSNet with Pretraining Models
    Hanyue Liu, Jianqian Zhang, Jing Wang, Miao Liu, Liang Xu, Yi Gang Sun · 2023 · Asian Conference on Artificial Intelligence Technology (ACAIT)
42. Security and Privacy of Augmented Reality Systems
    Jiacheng Shang · 2024 · Advances in information security
43. Time Series-Based Spoof Speech Detection Using Long Short-Term Memory and Bidirectional Long Short-Term Memory
    Arsalan R. Mirza, Abdulbasit K. Al‐Talabani · 2024 · ARO-The Scientific Journal of Koya University
44. Deep Speech Synthesis and Its Implications for News Verification: Lessons Learned in the RTVE-UGR Chair
    Daniel Calderón-González, Nieves Ábalos, Blanca Bayo, Pedro Cánovas, David Griol, Carlos Muñoz-Romero, Carmen Pérez, Pere Vila, Zoraida Callejas · 2024 · Applied Sciences
45. Securing Automatic Speaker Verification Systems Using Residual Networks
    Nidhi Chakravarty, Mohit Dua · 2024 · Advances in information security, privacy, and ethics book series
46. Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study
    Aulia Adila, Candy Olivia Mawalim, Masashi Unoki · 2024 · Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC)
47. Improving Voice Spoofing Detection Through Extensive Analysis of Multicepstral Feature Reduction
    Leonardo Mendes de Souza, Rodrigo Capobianco Guido, Rodrigo Colnago Contreras, Monique Simplicio Viana, Marcelo Adriano dos Santos Bongarti · 2025 · Sensors
48. A Simple Neural Network Based Countermeasure for Replay Attack
    Wenfeng Pang, Qian He · 2017 · International Conference on Communication and Information Systems (ICCIS)
49. Audio-replay attacks spoofing detection for speaker recognition systems
    Galina Lavrentyeva, Sergey Novoselov, Alexander Kozlov, Oleg Kudashev, Vadim Shchemelinin, Yuri N. Matveev, M. De Marsico · 2018 · Scientific and technical journal of information technologies mechanics and optics
50. A Replay Voice Detection Algorithm Based on Multi-feature Fusion
    Lang Lin, Rangding Wang, Diqun Yan, Can Li · 2018 · Lecture notes in computer science
51. LOGICAL ACCESS ATTACKS DETECTION THROUGH AUDIO FINGERPRINTING IN AUTOMATIC SPEAKER VERIFICATION
    Juan M. Espín, Roberto Font, Javier G. Marı́n-Blázquez, Francisco Esquembre · 2018 · Machine learning for signal processing ...
52. Modelling Glottal Flow Derivative Signal for Detection of Replay Speech Samples
    Jagabandhu Mishra, Debadatta Pati, S. R. Mahadeva Prasanna · 2019 · National Conference on Communications
53. Speech Demodulation-based Techniques for Replay and Presentation Attack Detection
    Madhu R. Kamble, Pulikonda Aditya Krishna Sai, Maddala Venkata Siva Krishna, Ankur T. Patil, Rajul Acharya, Hemant A. Patil · 2019 · Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC)
54. Improving Replay Detection System with Channel Consistency DenseNeXt for the ASVspoof 2019 Challenge
    Chao Zhang, Junjie Cheng, Yanmei Gu, Huacan Wang, Ma Jun, Shaojun Wang, Jing Xiao · 2020 · Interspeech (USB)
55. End-to-End Voice Spoofing Detection Employing Time Delay Neural Networks and Higher Order Statistics
    Jahangir Alam, Abderrahim Fathan, Woo Hyun Kang · 2021 · Lecture notes in computer science
56. An EMG-Based, Real-Time Personal Identification Method Using an Gesture-Detection 1D Convolutional Neural Networks
    Lijing Lu, Jingna Mao, Wuqi Wang, Zhiwei Zhang · 2021 · IEEE Biomedical Circuits and Systems Conference (BioCAS)
57. Detection and Evaluation of human and machine generated speech in spoofing attacks on automatic speaker verification systems
    Gao, Yang, Jiachen Lian, Bhiksha Raj, Rita Singh · 2020 · arXiv (Cornell University)
58. An Initial Investigation for Detecting Partially Spoofed Audio
    Lin Zhang, Xin Wang, Erica Cooper, Junichi Yamagishi, Patino, Jose, Nicholas Evans · 2021 · arXiv (Cornell University)
59. Half-Truth: A Partially Fake Audio Detection Dataset
    Jiangyan Yi, Ye Bai, Jianhua Tao, Ma, Haoxin, Zhengkun Tian, Chenglong Wang, Tao Wang, Ruibo Fu · 2021 · arXiv (Cornell University)
60. Leveraging Kalmogorov-Arnold Networks for Voice Liveness Detection in Anti-Spoofing Systems
    Arth J. Shah, Madhu R. Kamble · 2025 · SSRN Electronic Journal
61. Audio Replay Attack Detection in Automated Speaker Verification
    Pooja Anjee, Shubham Ghosh, Shrirag Kodoor, Rajashree Shettar · 2018 · International Journal of Computer Applications
62. Towards Vulnerability Analysis of Voice-Driven Interfaces and Countermeasures for Replay
    Khalid Mahmood Malik, Hafiz M. A. Malik, Roland Baumann · 2019 · arXiv (Cornell University)
63. Research on speech replay attack detection using approach of multi-feature and multi-classifier fusion
    Ziheng Cheng, Ye Jiang · 2020 · International Conference on Computer Communication and Network Security (CCNS)
64. Generalized Spoofing Detection Inspired from Audio Generation Artifacts
    Gao, Yang, Tyler Vuong, Mahsa Elyasi, Gaurav Bharaj, Rita Singh · 2021 · arXiv (Cornell University)
65. Impact of Channel Variation on One-Class Learning for Spoof Detection
    Arora, Rohit, Arora, Anmol, Rathore, Rohit Singh · 2021 · arXiv (Cornell University)
66. High-Performance Fake Voice Detection on Automatic Speaker Verification Systems for the Prevention of Cyber Fraud with Convolutional Neural Networks
    Ricardo Buettner, Jan Gross, Philipp Roessler, Julia Winter, Daniel Sauter, Hermann Baumgartl, Patrick Ulrich · 2022 · Hawaii International Conference on System Sciences (HICSS)
67. Generalized Spoof Detection and Incremental Algorithm Recognition for Spoofing Voice
    Jinlin Guo, Zuxing Zhao · 2022 · Research Square
68. The BioVoz Project: Secure Speech Biometrics by Deep Processing Techniques
    Antonio M. Peinado, Alejandro Gomez-Alanis, José A. González, Angel Manuel Gomez, Eros Roselló, Manuel Chica-Villar, José C. Sánchez-Valera, José L. Pérez-Córdoba, Victoria Sánchez · 2022 · IberSPEECH
69. Smoothed Teager Energy Cepstral Feature for Replay Attack Detection on Voice Assistants
    Madhu R. Kamble, Anand Therattil, Hemant A. Patil, M. Ali Basha Shaik, Vikram Vij · 2022 · Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC)
70. Microphone Array Based Passive Liveness Detection at Voice Interface Layer
    Yan Meng, Haojin Zhu, Xuemin Shen · 2022 · Wireless networks
71. A One-class Model for Voice Replay Attack Detection
    Xingliang Cheng, Lantian Li, Mingxing Xu, Dong Wang, Thomas Fang Zheng · 2023 · Advances in computer vision and pattern recognition
72. Introduction
    Kun Sun, Shu Wang · 2023 · SpringerBriefs in computer science
73. Modulated Audio Replay Attack and Dual-Domain Defense
    Kun Sun, Shu Wang · 2023 · SpringerBriefs in computer science
74. Secure Voice Processing Systems for Driverless Vehicles
    Kun Sun, Shu Wang · 2023 · SpringerBriefs in computer science
75. Improving Computational Efficiency of Voice Anti-Spoofing Models
    Jian Yang, Bryan Xia, John Bailey, Yuan Gong, John Michael Templeton, Christian Poellabauer · 2023 · IEEE International Conference on Mobile Ad-Hoc and Sensor Systems (MASS)
76. Using deep neural networks with graph attention to effective detection of speech spoofing
    А. А. Лепендин, Y A Filin · 2023 · AIP conference proceedings
77. Deep Learning based Spoof Detection: An Experimental Study
    Nabeel Koya A, Joyanta Basu, Waquar Ahmad, P. V. Sudeep · 2023 · IEEE Silchar Subsection Conference (SILCON)
78. GlitchOS: An Open Source Virtual Assistant
    William Husen, Hynek Bořil, Mehdi Roopaei · 2024 · IEEE Annual Computing and Communication Workshop and Conference (CCWC)
79. Детектирование удаленной речи
    Victor N. Sorokin · 2023 · Акустический журнал
80. Mitigating Replay Spoofing Attacks in Speaker Verification for Secure and Trustworthy Voice Interactions
    Mohammad Asgari, H. Hejazi · 2024 · International Conference on Smart Cities, Internet of Things and Applications (SCIoT)
81. EPTLENet: Replay Attack Detection with Efficient Parameter Transfer Learning Based on ERes2Net
    Qing Qian, Yi-Lin Kuang, Yi Yue · 2024 · Lecture notes in computer science
82. Deep Learning-Based Speech Detection for AI Clones and Ocean Acoustics Applications
    Wang Xinwei, Heng Chen · 2024 · Research Square
83. Is That Me? Using Speaker Identity to Detect Fake Speech
    Shilpa Chandra, Padmanabhan Rajan · 2024 · Machine learning for signal processing ...
84. Detecting Spoofed Noisy Speeches via Activation-Based Residual Blocks for Embedded Systems
    Jinyu Zhan, Suidi Peng, Wei Jiang, Xiang Wang, Jiarui Liu · 2024 · IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
85. Context Encoded Multi-Modal Attention Network for Detecting Audio Spoofing
    Rishabh Ranjan, Mayank Vatsa A, Richa Singh · 2024 · IEEE International Joint Conference on Biometrics (IJCB)
86. LV-auth: Lip Motion Fusion for Voiceprint Authentication
    Wei Liu, Xiaojing Zhu, Qin Liu, Peng Li, Man Zhou · 2024 · Lecture notes in computer science
87. Detecting the Undetectable: Assessing the Efficacy of Current Spoof Detection Methods Against Seamless Speech Edits
    Sung-Feng Huang, Heng-Cheng Kuo, Zhehuai Chen, Xuesong Yang, Chao-Han Huck Yang, Yu Tsao, Yu-Chiang Frank Wang, Hung-yi Lee, Szu‐Wei Fu · 2024 · IEEE Spoken Language Technology Workshop (SLT)
88. Distillation-Based Feature Extraction Algorithm For Source Speaker Verification
    Xinlei Ma, Wenhuan Lu, Ruiteng Zhang, Junhai Xu, Xugang Lu, Jianguo Wei · 2024 · IEEE Spoken Language Technology Workshop (SLT)
89. A Dissimilarity-Based Countermeasure for Detecting Replay Attacks in Speaker Verification
    Maria Eduarda Maciel Pinto, Alceu de Souza Britto, Andre G. Hochuli · 2024 · International Conference on Machine Learning and Applications
90. What Affects the Performance of Fake Audio Detection? Analyzing Factors in a Continual Learning Setting
    Yixuan Xiao, Ngoc Thang Vu · 2025 · IEEE International Conference on Acoustics Speech and Signal Processing
91. Exploiting Visual Lip Movement Information for Automatic Speaker Recognition
    Sumita Nainan, Sonal N. Parmar, Kanchan Bakade · 2025 · Circuits Systems and Signal Processing
92. Going Deeper with Log-Graph Fourier Transform-Based Features Extraction for Playback Speech Detection
    Tingting Wang, Marvin Borsdorf, Qiquan Zhang, Longting Xu, Xi Shao · 2025 · SSRN Electronic Journal
93. Lombard-VLD: Voice Liveness Detection Based on Human Auditory Feedback
    H.-L. Zhu, Zongkun Sun, Yanzhen Ren, Kun He, Yongpeng Yan, Zixuan Wang, Wuyang Liu, Yuhong Yang, Weiping Tu · 2025 · IEEE Symposium on Security and Privacy (S&P)
94. Enhancing the Robustness of Speech Anti-Spoofing Countermeasures through Joint Optimization and Transfer Learning
    Yikang Wang, Xingming Wang, Chee Siang Leow, Zhang Qishan, Ming Li, Hiromitsu Nishizaki · 2025 · IEICE Transactions on Information and Systems
95. $\beta$-Order Energy-Weighting Modulation on Spectral Bins for Replay Speech Detection
    Jichen Yang, Chang Huai You, Rohan Kumar Das · 2025 · IEEE Transactions on Audio Speech and Language Processing
96. An Adaptive Stacking Ensemble for Multilingual Speech Forgery Detection
    Chao Hsiang Hung, Syu‐Siang Wang, Shih‐Hau Fang · 2025 · SSRN Electronic Journal
97. Modified Heterogeneous Auto-Similarities of Characteristic for Voice Spoofing Attack Detection
    Fedila Meriem, Fatiha Mokdad, Ait Sadi Karima, El-Kateb Naima · 2025 · International Conference on Electronics, Energy and Measurement (IC2EM)
98. Cloud Voice Security: Anti-Deepfake via Graph Attention Aggregation and Post-Quantum Cryptography for Cloud Service
    Weijiang Xia, Haipeng Peng, Lixiang Li, Yuning Qi, Yeqing Ren · 2025 · IEEE Internet of Things Journal
99. Public perceptions of speech technology trust in the United Kingdom
    Jennifer A. Williams, Tayyaba Azim, Anna-Maria Piskopani, Richard Hyde, Shuo Zhang, Zack Hodari · 2025 · Computer Speech & Language
100. Forensic possibilities in protecting victims of voice and speech cloning using artificial intelligence
     Mia Šešum, Marina Radić-Šestić · 2025 · Temida