Deepfake Detection

Benchmarks

Dataset Name	SOTA Method	Metric
DFDC	FACTOR	AUC100	230	1mo ago
DFD		AUC0.9922	193	1mo ago
CelebDF v2	DefakerOne	AUC0.999	134	1mo ago
DFDC (test)	MARE	AUC99.77	130	3mo ago
CDF v2	HAAD	AUC0.963	97	1mo ago
DFD (test)	MARE	Accuracy98.25	81	3mo ago
CDFv1, CDFv2, DFD, DFDCP, DFDC (test)	GSD	Overall Average Score94.4	74	4mo ago
Celeb-DF v2 (test)	Exposing the Deception	Video-level AUC0.999	68	3mo ago
FakeAVCeleb (test)	HAVIC	Accuracy99.8	66	2mo ago
FaceForensics++ (test)	TALL	AUC99.87	65	2mo ago
GANs Out-of-domain (test)	μFlow	Accuracy96.8	56	25d ago
DFDCP (test)	SFAM	AUC96.6	56	3mo ago
CDF v2		Accuracy (%)83	55	3mo ago
CDF v1		Accuracy86.7	55	3mo ago
WDF	HAAD	AUC85.1	54	2mo ago
CelebDF (CDF) v2 (test)	LAA-Net (Ours w/ SBI)	AUC95.4	52	3mo ago
FaceForensics++ c23 (test)	FTCN	AUC99.8	52	2mo ago
CDF v2	GenD (CLIP)	Video-level AUC96	48	2mo ago
Celeb-DF	Aletheia	ROC-AUC0.981	48	3mo ago
DF40 (FR)	Xception	AUC99.79	44	1mo ago
DF40 FS	UniShield	AUC99.7	44	1mo ago
FF++ (test)	LAA-Net	AUC99.96	44	4mo ago
DeepfakeDetection (DFD) (test)	SBIs	AUC97.56	43	4mo ago
UniversalFakeDetect 1.0 (test)	CNNSpot	Accuracy (ProGAN)100	42	4mo ago
DeepfakeTIMIT Dataset2 (K-Fold Cross Validation)	SqN-R-DFD	Accuracy97.7	40	1mo ago

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