Temporal Forgery Localization on AV-Deepfake1M (test) benchmark leaderboard · SOTA2 Research

Temporal Forgery Localization on AV-Deepfake1M (test)

92mAP @ 0.5DeformTrace

Evaluation Results

Method	Links
DeformTrace2026.03		92	78.7	31.2	9.58	52.9	86.2	84.2	81.4	79	78	81.8
IaMSB2026.05		90.31	82.03	45.15	23.01	—	90.02	88.61	88.05	87.74	86.03	—
RegQAV2026.05		90.24	81.86	41.98	12.57	—	88.14	87.68	87.27	86.95	85.97	—
DiMoDif2026.05		86.93	75.95	28.72	5.43	—	81.57	80.85	80.25	78.84	76.64	—
DiMoDif2026.03		86.9	76	28.7	5.43	49.3	81.6	80.9	80.3	78.8	76.6	79.6
FullFormer2026.03		77.3	57.9	22.2	4.12	40.4	70.8	67.5	66.8	65.8	63	66.8
TE-TAD2026.03		71.4	54.4	11.3	2.31	34.9	66.8	64.7	64	61.4	59.9	63.3
TadTR2026.03		60.5	33.8	5.12	1.2	25.2	57.6	55.8	54.2	51.2	50	53.8
UMMAFormer2026.05		51.64	28.07	7.65	1.58	—	44.07	43.93	43.45	42.09	40.27	—
UMMAFormer2026.03		51.6	28.1	7.65	1.58	22.2	44.1	43.9	43.5	42.1	40.3	42.8
BA-TFD+2026.05		44.42	13.64	0.48	0.03	—	48.86	44.51	40.37	34.67	29.88	—
BA-TFD+2026.03		44.4	13.6	0.48	0.03	14.6	48.9	44.5	40.4	34.7	29.9	39.7
BA-TFD2026.03		37.4	6.3	0.19	0.02	11	45.6	40.4	36	30.7	26.8	35.9
BA-TFD2026.05		37.37	6.34	0.19	0.02	—	45.55	40.37	35.95	30.66	26.82	—
ActionFormer+InternVideo2026.03		36.1	12	1.23	0.16	12.4	27.1	27.1	27	26.6	25.8	26.7
ActionFormer2026.05		36.08	12.01	1.23	0.16	—	27.11	27.08	27	26.6	25.8	—
TriDet+InternVideo2026.03		29.7	9.02	0.79	0.09	9.89	24.1	24.1	24	23.5	22.6	23.6
TriDet+VideoMAEv22026.03		21.7	5.83	0.54	0.06	7.03	20.3	20.2	20.1	19.5	18.2	19.7
ActionFormer+VideoMAEv22026.03		20.2	5.73	0.57	0.07	6.65	20	19.9	19.8	19.1	17.8	19.3
EfficientViT2026.03		14.7	2.42	0.13	0.01	4.32	27.1	27	26.4	23.9	20.3	24.9
Meso42026.03		9.86	6.05	2.22	0.59	4.68	38.9	38.9	38.8	36.5	26.9	36
MesoInception42026.03		8.5	5.16	1.89	0.5	4.01	39.3	39.2	39	35.8	24.6	35.6