Temporal Forgery Localization

Benchmarks

Dataset Name	SOTA Method	Metric
AV-Deepfake1M		mAP@0.194.7	19	1mo ago
LAV-DF (test)	UMMAFormer	mAP @ 0.598.8	16	1mo ago
AV-Deepfake1M (test)	DeformTrace	mAP @ 0.592	15	1mo ago
LAV-DF		mAP@0.198	15	1mo ago
LAV-DF 5 (test)	ActionFormer	mAP@IoU=0.198	11	1mo ago
TVIL 5 (test)	DDNet	AP@0.511.72	11	1mo ago
LAV-DF in-dataset setting	WAFL	AP@0.599.76	7	1mo ago
LAV-DF 1.0 (full set)	BA-TFD	AP@0.576.9	7	1mo ago
LAV-DF 1.0	BA-TFD	AP@0.585.2	7	1mo ago
ForgeryNet Balanced (test)	DDNet (no_TDA)	AP@0.5151	6	1mo ago
TVIL Inpainting	UMMAFormer	AP @ IoU=0.588.7	5	1mo ago
ForgeryNet (Balanced)	DDNet	AP@0.574.89	5	1mo ago
LAV-DF cross-dataset evaluation from AV-Deepfake1M (test)	RT-DeepLoc	mAP@IoU=0.121.81	5	1mo ago
ActivityForensics Cross-domain B → A 1.0	TADiff	AP @ IoU 0.7560.5	4	12d ago
ActivityForensics Cross-domain Transfer A → B 1.0	TADiff	AP@0.7588.73	4	12d ago
ActivityForensics Open-World	TADiff	AP@0.7592.35	4	12d ago
ActivityForensics Intra-Domain	TADiff	AP@0.7587.52	4	12d ago
PartialSpoof (test)	Split&Conquer	AP@0.578.51	4	13d ago
ForgeryNet (Standard)	DDNet	AP @ IoU=0.500.8759	4	1mo ago
LAV-DF cross-dataset (test)	DiMoDif	AP@0.559.71	3	1mo ago

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