Fake Video Detection on ViF-Bench

97.67CogX1.5ReStraV

Evaluation Results

Method
ReStraV2026.07	97.67	98.94	98.54	99.23	99.34	98.93	99.13	97.97	98.27	99.28	99.64	99.35	98.97	98.7	96.87	98.97	99.09	99.11	98.06	98.74
D32026.07	97.48	97.43	99.27	98.64	97.72	96.7	98.34	96.73	97.47	98.34	98.98	97.21	98.59	97.57	96.95	97.83	97.84	97.54	96.78	97.76
FTCN2026.07	93.98	90.25	93.75	92.62	92.07	76.77	91.08	76.2	84.4	95.84	91.95	96.45	96.75	76.3	30.84	76.04	69.66	67.11	63.43	81.87
MINTIME2026.07	93.84	93.86	92.67	94.54	97.19	82.96	94.29	85.92	92.3	96.9	96.6	97.08	97.97	85.77	30.39	85.57	82.25	78.74	74.16	87
SPLIT2026.07	93.56	99.55	99.44	99.79	99.82	99.89	99.83	99.99	99.67	99.32	99.97	99.97	99.81	99.9	98.81	99.09	99.78	99.52	100	99.35
SPLIT2026.07	91.92	97.97	96.95	98.99	99.49	99.49	100	100	98.68	97.66	100	100	100	99.44	95.71	96.97	98.98	98.48	100	98.46
ReStraV2026.07	89.07	95.21	89.95	94.68	97.67	95.24	95.24	90.3	90.76	95.73	98.84	96.93	92.9	93.17	90.27	94.68	94.08	95.51	85.88	93.48
AIGVDet2026.07	86.17	91.28	92.41	95.5	90.68	84.94	92.5	82.94	81.08	95.64	88.11	92.24	94.12	84.81	62.59	79.79	79.59	80.41	76.52	85.86
FID2026.07	84.47	83.15	81.46	82.9	85.07	56.39	79.54	58.14	59.72	86.27	77.86	94.86	83.9	62.55	64.93	58.68	51.53	50.96	43.75	70.85
D32026.07	84.08	86.95	97.39	95.59	86.23	81.83	91.92	76.74	85.78	91.44	96.49	83.77	92.44	86.76	86.29	89.27	89.11	88.48	77.17	87.78
DeMamba2026.07	81.83	87.77	85.42	91.27	89.24	75.63	87.34	81	78.8	92.6	87.19	82.1	91.35	80.76	46.17	77.06	72.37	73.18	70.9	80.63
NPR2026.07	70.27	68.26	62.41	60.76	63.39	34.79	49.65	43.15	63.21	69.89	75.35	77.97	65.11	47.83	35.92	59.52	53.74	40.37	33.7	56.59
STIL2026.07	70.19	64.06	71	68.9	70.06	51.71	62.84	60.92	48.56	60.56	60.42	67.13	66.16	52	51.81	47.55	43.9	43.95	41.52	58.07
FTCN2026.07	65.72	64.27	69.21	68.56	67.15	31.91	63.07	25.2	46.48	80.87	66.51	80.77	80.08	30.19	2.42	27.85	23.69	23.35	16.43	49.14
MINTIME2026.07	65.66	69.79	69.04	71.46	85.35	37.62	70.96	46.97	66.45	83.62	84.57	84.86	90.88	42.5	2.02	41.65	33.24	33.84	25.76	58.22
XCLIP2026.07	64.25	76.32	81.15	83.13	75.5	55.99	81.15	64.12	59.42	81.1	74.2	62.99	81.99	63.21	39.86	58.17	55.4	53.06	48.35	66.28
FID2026.07	58.67	51.4	40.41	55.88	54.94	23.77	42.14	15.15	27.13	57.97	37.53	81.22	50.07	16.98	14.87	22.38	20.64	20.57	14.92	37.19
AIGVDet2026.07	47.35	62.66	70.92	78.39	61.51	43.32	65.49	37.44	31.67	80.8	46.09	64.17	71.85	39.35	3.56	29.51	27.14	30.63	21.12	48.05
TALL2026.07	41.36	56.8	62.42	61.63	53.41	52.18	53.72	43.23	53.35	56.46	48.85	44.26	56.65	54.31	59.37	51.35	47.23	50.97	46.84	52.34
DeMamba2026.07	35.93	47.47	38.35	56.48	46.75	23.89	46.26	29.36	28.21	64.7	40.42	31.81	60.06	31.71	8.39	22.55	19.86	21.76	19.76	35.46
XCLIP2026.07	18.77	33.44	22.29	39.23	21.67	12.64	36.3	11.94	15.68	36.17	19.85	13.42	32.03	14.67	2.25	11.22	9.84	12.1	7.04	19.5
STIL2026.07	11.96	12.94	32.14	18.15	18.2	6.22	15.08	10.39	4.91	10.75	11.08	9.64	13.65	8.96	7.54	5	4	6.02	3.25	11.05
NPR2026.07	7.32	15.54	1.98	9.47	8.66	0.97	0	0	15.79	15.9	16.87	17.2	9.55	0	0.87	6.18	6.13	0.98	1.52	7.1
TALL2026.07	2.8	6.25	5.29	3.91	3.96	9.31	7.17	1.57	10.66	3.64	2.63	0.99	4.5	3.33	12.99	11.45	6.49	10.83	8.52	6.12