Temporal forgery localization on AV-Deepfake1M benchmark leaderboard · SOTA2 Research

Temporal forgery localization on AV-Deepfake1M

94.7mAP@0.1MFMS

Evaluation Results

Method	Links
MFMS2026.03		94.7	94.6	94.6	94.5	94.3	93.9	92.5	94.1	96.7	96.4	96	92	95.3
MFMS2026.01		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
UFormer2026.03		91.8	91.7	91.5	91.3	91	90.4	89	90.9	95	94.6	93.9	89.5	93.3
UMMAFormer2026.01		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
ActionFormer2026.01		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
AFormer2026.03		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-TFL2026.03		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
TriDet2026.03		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
TriDet2026.01		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
WMMT2026.03		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-DeepLoc2026.01		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
PFormer2026.03		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
MDP2026.03		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
CoLA2026.01		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
CoLA2026.03		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
FuSTAL2026.01		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
FuSTAL2026.03		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
LOCO2026.01		1.25	0.3	0.1	0.03	0.01	0	0	0.24	10.4	10.11	8.48	3.99	8.25
LOCO2026.03		1.25	0.3	0.1	0.03	0.01	0	0	0.24	10.4	10.1	8.48	3.99	8.25