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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 1–50 of 74 papers

TitleStatusHype
SafeEar: Content Privacy-Preserving Audio Deepfake DetectionCode2
Audio Deepfake Detection with Self-Supervised XLS-R and SLS ClassifierCode2
The Codecfake Dataset and Countermeasures for the Universally Detection of Deepfake AudioCode2
Temporal-Channel Modeling in Multi-head Self-Attention for Synthetic Speech DetectionCode2
SpecRNet: Towards Faster and More Accessible Audio DeepFake DetectionCode1
AASIST: Audio Anti-Spoofing using Integrated Spectro-Temporal Graph Attention NetworksCode1
Attack Agnostic Dataset: Towards Generalization and Stabilization of Audio DeepFake DetectionCode1
Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentationCode1
Bts-e: Audio deepfake detection using breathing-talking-silence encoderCode1
CLAD: Robust Audio Deepfake Detection Against Manipulation Attacks with Contrastive LearningCode1
Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake DetectionCode1
Defense Against Adversarial Attacks on Audio DeepFake DetectionCode1
Detect All-Type Deepfake Audio: Wavelet Prompt Tuning for Enhanced Auditory PerceptionCode1
End-to-end anti-spoofing with RawNet2Code1
End-to-end Audio Deepfake Detection from RAW Waveforms: a RawNet-Based Approach with Cross-Dataset EvaluationCode1
End-to-End Spectro-Temporal Graph Attention Networks for Speaker Verification Anti-Spoofing and Speech Deepfake DetectionCode1
FSD: An Initial Chinese Dataset for Fake Song 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
Prompt Tuning for Audio Deepfake Detection: Computationally Efficient Test-time Domain Adaptation with Limited Target DatasetCode1
Region-Based Optimization in Continual Learning for Audio Deepfake DetectionCode1
Where are we in audio deepfake detection? A systematic analysis over generative and detection modelsCode1
SONICS: Synthetic Or Not -- Identifying Counterfeit SongsCode1
WaveFake: A Data Set to Facilitate Audio Deepfake DetectionCode1
What to Remember: Self-Adaptive Continual Learning for Audio Deepfake DetectionCode1
XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack DetectionCode1
Toward Transdisciplinary Approaches to Audio Deepfake Discernment—0
The DKU-DUKEECE System for the Manipulation Region Location Task of ADD 2023—0
The Vicomtech Audio Deepfake Detection System based on Wav2Vec2 for the 2022 ADD Challenge—0
EnvSDD: Benchmarking Environmental Sound Deepfake Detection—0
Strong Alone, Stronger Together: Synergizing Modality-Binding Foundation Models with Optimal Transport for Non-Verbal Emotion Recognition—0
Codecfake: An Initial Dataset for Detecting LLM-based Deepfake Audio—0
Complex-valued neural networks for voice anti-spoofing—0
Targeted Augmented Data for Audio Deepfake Detection—0
Cross-Domain Audio Deepfake Detection: Dataset and Analysis—0
DeePen: Penetration Testing for Audio Deepfake Detection—0
Deepfake Audio Detection Using Spectrogram-based Feature and Ensemble of Deep Learning Models—0
ADD 2022: the First Audio Deep Synthesis Detection Challenge—0
Temporal Variability and Multi-Viewed Self-Supervised Representations to Tackle the ASVspoof5 Deepfake Challenge—0
Does Audio Deepfake Detection Generalize?—0
Forensic deepfake audio detection using segmental speech features—0
Toward Robust Real-World Audio Deepfake Detection: Closing the Explainability Gap—0
Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation—0
Towards generalisable and calibrated synthetic speech detection with self-supervised representations—0
Harder or Different? Understanding Generalization of Audio Deepfake Detection—0
A Data-Driven Diffusion-based Approach for Audio Deepfake Explanations—0
IndieFake Dataset: A Benchmark Dataset for Audio Deepfake Detection—0
Investigating Prosodic Signatures via Speech Pre-Trained Models for Audio Deepfake Source Attribution—0
Learn from Real: Reality Defender's Submission to ASVspoof5 Challenge—0
Training-Free Deepfake Voice Recognition by Leveraging Large-Scale Pre-Trained Models—0
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