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Audio Deepfake Detection

Nowadays, deepfake is now generically used by the media or people to refer to any audio or video in which important attributes have been either digitally altered or swapped, with the help of artificial intelligence (AI). Audio deepfake detection is a task that aims to distinguish genuine utterances from fake ones via machine learning techniques.

Papers

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Showing 1–25 of 74 papers

TitleStatusHype
SafeEar: Content Privacy-Preserving Audio Deepfake DetectionCode2
Audio Deepfake Detection with Self-Supervised XLS-R and SLS ClassifierCode2
Temporal-Channel Modeling in Multi-head Self-Attention for Synthetic Speech DetectionCode2
The Codecfake Dataset and Countermeasures for the Universally Detection of Deepfake AudioCode2
SONICS: Synthetic Or Not -- Identifying Counterfeit SongsCode1
Attack Agnostic Dataset: Towards Generalization and Stabilization of Audio DeepFake DetectionCode1
WaveFake: A Data Set to Facilitate Audio Deepfake DetectionCode1
Generalized Source Tracing: Detecting Novel Audio Deepfake Algorithm with Real Emphasis and Fake Dispersion StrategyCode1
HM-Conformer: A Conformer-based audio deepfake detection system with hierarchical pooling and multi-level classification token aggregation methodsCode1
Region-Based Optimization in Continual Learning for Audio Deepfake DetectionCode1
Detect All-Type Deepfake Audio: Wavelet Prompt Tuning for Enhanced Auditory PerceptionCode1
SpecRNet: Towards Faster and More Accessible Audio DeepFake DetectionCode1
End-to-End Spectro-Temporal Graph Attention Networks for Speaker Verification Anti-Spoofing and Speech Deepfake DetectionCode1
Bts-e: Audio deepfake detection using breathing-talking-silence encoderCode1
AASIST: Audio Anti-Spoofing using Integrated Spectro-Temporal Graph Attention NetworksCode1
CLAD: Robust Audio Deepfake Detection Against Manipulation Attacks with Contrastive LearningCode1
End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset EvaluationCode1
Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake DetectionCode1
End-to-end anti-spoofing with RawNet2Code1
FSD: An Initial Chinese Dataset for Fake Song DetectionCode1
Prompt Tuning for Audio Deepfake Detection: Computationally Efficient Test-time Domain Adaptation with Limited Target DatasetCode1
Defense Against Adversarial Attacks on Audio DeepFake DetectionCode1
Where are we in audio deepfake detection? A systematic analysis over generative and detection modelsCode1
Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentationCode1
What to Remember: Self-Adaptive Continual Learning for Audio Deepfake DetectionCode1
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