Audio Deepfake Detection with Self-Supervised XLS-R and SLS Classifier
Abstract
References
Index Terms
- Audio Deepfake Detection with Self-Supervised XLS-R and SLS Classifier
Recommendations
Retrieval-Augmented Audio Deepfake Detection
ICMR '24: Proceedings of the 2024 International Conference on Multimedia RetrievalWith recent advances in speech synthesis including text-to-speech (TTS) and voice conversion (VC) systems enabling the generation of ultra-realistic audio deepfakes, there is growing concern about their potential misuse. However, most deepfake (DF) ...
SafeEar: Content Privacy-Preserving Audio Deepfake Detection
CCS '24: Proceedings of the 2024 on ACM SIGSAC Conference on Computer and Communications SecurityText-to-Speech (TTS) and Voice Conversion (VC) models have exhibited remarkable performance in generating realistic and natural audio. However, their dark side, audio deepfake poses a significant threat to both society and individuals. Existing ...
Spoofing detection goes noisy
For the first time, TTS and VC attack detection under additive noise, is studied.Various front-ends for synthetic speech detection under additive noise are systematically analyzed on ASVspoof 2015 database.Relative phase shift (RPS) features perform ...
Comments
Information & Contributors
Information
Published In
- General Chairs:
- Jianfei Cai,
- Mohan Kankanhalli,
- Balakrishnan Prabhakaran,
- Susanne Boll,
- Program Chairs:
- Ramanathan Subramanian,
- Liang Zheng,
- Vivek K. Singh,
- Pablo Cesar,
- Lexing Xie,
- Dong Xu
Sponsors
Publisher
Association for Computing Machinery
New York, NY, United States
Publication History
Check for updates
Author Tags
Qualifiers
- Research-article
Funding Sources
- Natural Science Foundation of Hubei Province of China
- Training program of high level scientific research achievements of Hubei Minzu University
Conference
Acceptance Rates
Contributors
Other Metrics
Bibliometrics & Citations
Bibliometrics
Article Metrics
- 0Total Citations
- 174Total Downloads
- Downloads (Last 12 months)174
- Downloads (Last 6 weeks)88
Other Metrics
Citations
Cited By
View allView Options
Login options
Check if you have access through your login credentials or your institution to get full access on this article.
Sign in