OpenCodePapers
deepfake-detection-on-fakeavceleb-1
3D Shape Reconstruction from Videos
DeepFake Detection
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Paper
Code
ROC AUC
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AP
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Accuracy (%)
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ModelName
ReleaseDate
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Detecting Deepfakes Without Seeing Any
✓ Link
97.4
96.8
FACTOR
2023-11-02
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection
✓ Link
97.1
95.3
RealForensics
2022-01-18
Self-Supervised Video Forensics by Audio-Visual Anomaly Detection
✓ Link
94.5
94.2
AVAD
2023-01-04
Exploring Temporal Coherence for More General Video Face Forgery Detection
✓ Link
93.1
92.3
FTCN
2021-08-15
Lips Don't Lie: A Generalisable and Robust Approach to Face Forgery Detection
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91.1
89.4
LipForensics
2020-12-14
Joint Audio-Visual Deepfake Detection
88.1
88.8
AD DFD
2021-01-01
FaceForensics++: Learning to Detect Manipulated Facial Images
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85.3
84.8
Xception
2019-01-25
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection
✓ Link
59.2
73.9
AVBYOL
2022-01-18
Taming Transformers for High-Resolution Image Synthesis
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51.8
55.0
VQGAN
2020-12-17
AV-Lip-Sync+: Leveraging AV-HuBERT to Exploit Multimodal Inconsistency for Video Deepfake Detection
99.29
AV-Lip-Sync+
2023-11-05
AVTENet: Audio-Visual Transformer-based Ensemble Network Exploiting Multiple Experts for Video Deepfake Detection
98.57
Avtenet
2023-10-19
Lip Sync Matters: A Novel Multimodal Forgery Detector
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94
AV-Lip-Sync Model
2022-11-07
Lip Sync Matters: A Novel Multimodal Forgery Detector
✓ Link
89
Multimodal Ensemble Model
2022-11-07