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Temporal forgery localization on AV-Deepfake1M

94.7mAP@0.1

MFMS

Updated 1mo ago

Evaluation Results

Method	Links
MFMS 2026.03		94.7	94.6	94.6	94.5	94.3	93.9	92.5	94.1	96.7	96.4	96	92	95.3
MFMS 2026.01		94.67	94.63	94.58	94.48	94.32	93.92	92.53	94.16	96.69	96.43	95.98	91.97	95.27
UFormer 2026.03		91.8	91.7	91.5	91.3	91	90.4	89	90.9	95	94.6	93.9	89.5	93.3
UMMAFormer 2026.01		91.76	91.67	91.51	91.28	90.97	90.4	88.99	90.94	95.01	94.59	93.9	89.54	93.26
ActionFormer 2026.01		67.3	67.27	67.24	67.16	67.02	66.65	65.45	66.87	83.09	82.91	82.56	78.7	81.82
AFormer 2026.03		67.3	67.3	67.2	67.2	67	66.7	65.5	66.9	83.1	82.9	82.6	78.7	81.8
GEM-TFL 2026.03		65.8	58.1	52.3	44.9	38.9	26.4	12.2	42.7	63.7	60.2	58.9	56.4	59.8
TriDet 2026.03		55.7	55.6	55.4	55.1	54.7	53.8	51.7	54.6	74.9	74.2	72.9	68	72.5
TriDet 2026.01		55.68	55.6	55.43	55.14	54.69	53.82	51.73	54.58	74.89	74.17	72.85	67.95	72.47
WMMT 2026.03		54.5	48.4	43.6	38.5	29.3	18.8	7.33	34.3	52.8	52.7	52.2	50.2	52
RT-DeepLoc 2026.01		48.94	45.21	41.94	37.87	29.41	19.2	7.68	32.89	49	48.95	48.62	47.03	48.4
PFormer 2026.03		38.4	34.2	30.7	24.6	17.1	14.5	5.53	23.6	55.7	52.9	51.3	50.4	52.6
MDP 2026.03		5.35	3.33	1.83	0.86	0.36	0.14	0.05	3.68	39.5	36.9	28.6	19.8	31.2
CoLA 2026.01		3.22	1.09	0.39	0.14	0.05	0.02	0.01	0.7	20.71	19.95	16.13	8.17	16.24
CoLA 2026.03		3.22	1.09	0.39	0.14	0.05	0.02	0.01	0.7	20.7	20	16.1	8.17	16.2
FuSTAL 2026.01		3.03	1.02	0.4	0.15	0.05	0.02	0.01	0.67	19.67	18.62	14.55	7.08	14.98
FuSTAL 2026.03		3.03	1.02	0.4	0.15	0.05	0.02	0.01	0.67	19.7	18.6	14.6	7.08	15
LOCO 2026.01		1.25	0.3	0.1	0.03	0.01	0	0	0.24	10.4	10.11	8.48	3.99	8.25
LOCO 2026.03		1.25	0.3	0.1	0.03	0.01	0	0	0.24	10.4	10.1	8.48	3.99	8.25