Video-level Deepfake Detection

Benchmarks

Dataset Name	SOTA Method	Metric
DFDC	VLAForge	AUC0.896	34	4mo ago
DFD	KFD	AUC0.996	25	4mo ago
DeepFake Detection Challenge Preview (DFDCP) (test)	LAA-Former (Ours w/ SBI)	AUC96.3	21	3mo ago
FaceForensics++ (FF++) (test)	LAA-Net (Ours w/ SBI)	AUC99.96	20	3mo ago
Google DeepFake Detection (DFD) (test)	LAA-Net (Ours w/ BI)	AUC99.51	18	3mo ago
DeepFake Detection Challenge (DFDC) (test)	LAA-Former (Ours w/ SBI)	AUC78.91	16	3mo ago
WildDeepfake (DFW) (test)		AUC84.32	13	3mo ago
CDF2	VLF-FFD	AUC97.3	13	5mo ago
DFDCP	F. Adap.	AUC92.9	12	5mo ago
CDF v3 2025	GenD	TPR@FPR=1%30.4	5	2mo ago
DS v2 2025	GenD	TPR@FPR=1%29.6	5	2mo ago
DS v1.1 2024	Effort	TPR@FPR=1%34.7	5	2mo ago
IDF 2024	GenD	TPR @ FPR=1%82	5	2mo ago
PGF 2024	GenD	TPR@FPR=1%33.6	5	2mo ago
DFDM 2022	GenD	TPR @ FPR=1%96.3	5	2mo ago
FAVC 2021	GenD	TPR@FPR=1%76.2	5	2mo ago
KoDF 2021		TPR@FPR=1%67.2	5	2mo ago
FFIW 2021	Effort	TPR@FPR=1%55.8	5	2mo ago
CDF v2 2020		TPR@FPR=1%55.3	5	2mo ago
FSh 2020	GenD	TPR@FPR=1%34.6	5	2mo ago
DFDC 2019	Effort	TPR @ FPR=1%44.7	5	2mo ago
DFD 2019		TPR@FPR=1%77.1	5	2mo ago
UADFV 2019		TPR @ FPR=1%93.9	5	2mo ago
AV-Deepfake1M++	multi-branch framework (Ours)	AUC (Video)96.66	5	2mo ago

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