Synthetic Video Detection on GenVideo (test)

97.13Average Detection RateNSG-VD

Evaluation Results

Method
NSG-VD2026.01	97.13	—	—	94.64	100	98.33	100	97.5	100	100	100	91.67	89.17	—
ATSS2026.04	97.11	—	—	84.89	—	99.58	99.44	97.95	99.67	99.62	99.92	93.49	97.76	98.82
MPF-Net2026.01	94.67	—	—	87.5	99.57	99.42	92	88.5	88.14	100	99.93	99.29	92.38	—
MPF-Net2026.01	94.55	—	—	80.99	98.66	99.13	94.71	93.33	92.57	98.74	99.4	98.51	89.47	—
ReStraV2026.04	92.49	—	—	97.35	—	99.93	99.27	97.75	79.65	96.95	77.4	96.84	81.55	98.2
DeCoF2026.04	92.43	—	—	96.36	—	98.94	90.22	84.62	77.86	99.6	96.63	95.49	87.72	96.87
D32026.04	92.2	—	—	88.93	—	93.93	96.96	88.93	94.03	95.74	96.21	86	87.6	93.62
ReStraV2026.01	89.8	—	—	—	—	—	—	—	—	—	—	—	—	—
X-CLIP2026.04	88.87	—	—	64.09	—	88.96	91.51	85.04	94.69	95.12	92.84	80.51	87.93	86.14
FID2026.04	87.6	—	—	73.45	—	93.16	85.77	82.57	91.19	93.7	92.02	90.94	81.3	91.93
NSG-VD2026.01	87.45	—	—	89.83	89.85	88.39	86.64	88.97	87.91	90.57	88.24	83.97	80.45	—
MINTIME2026.04	86.64	—	—	79.27	—	88.8	90.34	83.86	90.89	90.97	89.77	81.27	85.71	85.48
FTCN2026.04	82.6	—	—	38.3	—	93.33	88.69	84.7	93.45	97.18	91.62	69.76	85.74	83.25
NSG-VD2026.04	82.6	—	—	38.3	—	93.33	88.69	84.7	93.45	97.18	91.62	69.76	85.74	83.25
ReStraV2026.01	82	—	—	—	—	—	—	—	—	—	—	—	—	—
DeMamba-XCLIP-FT2026.01	80.98	—	—	94.64	98.43	92.17	82.43	52.29	54	99.52	99.14	79.29	57.88	—
DeMamba2026.04	80.8	—	—	91.76	—	99.1	59.49	63.25	49.34	99.9	97.99	80.53	71.15	95.52
XCLIP-B-FT2026.01	78.98	—	—	77.05	96.32	85.8	78.14	52.34	52.91	98.26	98.79	84.68	65.48	—
DeMamba-XCLIP-FT2026.01	78.73	—	—	50	92.55	92.4	83.81	65.59	64.12	92.28	96.09	81.92	68.55	—
NPR2026.04	75.31	—	—	97.56	—	98.78	26.83	42.32	18.99	99.92	99.24	93.92	76.12	99.38
STIL2026.04	74.37	—	—	54.18	—	86.67	60	72.67	68.71	82.77	73.56	86.48	69.94	88.75
STIL2026.01	72.39	—	—	71.43	80.43	88.48	67.71	54.57	55.71	93.93	89.57	72	50.11	—
XCLIP-B-FT2026.01	72.01	—	—	85.71	95.43	76.23	65.86	35.93	37	99.68	99	75.57	49.78	—
AIGVDet2026.04	70.14	—	—	60.79	—	71.62	74.67	79.55	70.29	59.41	69.77	68.05	67.82	79.42
FTCN-CLIP-B2026.01	69.91	—	—	81.3	97.65	76.64	56.6	28.02	26.36	98.58	99.22	77.75	56.97	—
TALL2026.01	65.68	—	—	57.14	76.43	79.57	64.43	34.86	56.29	85.14	91.43	67.14	44.38	—
MINTIME-CLIP-B2026.01	65.38	—	—	55.32	92.97	93.78	18.27	36.33	18.27	96.3	90.87	81.77	69.88	—
FTCN-CLIP-B2026.01	62.79	—	—	89.29	97.86	62.97	40.43	16.5	15.57	99.84	99.71	65.14	40.6	—
MINTIME-CLIP-B2026.01	61.35	—	—	69.64	92.57	91.16	10.71	22.93	10.71	99.68	86	73.71	56.37	—
TALL2026.01	60.85	—	—	17.3	70.53	79.57	62.89	44.98	57.27	74.03	86.423	64.69	50.77	—
TALL2026.04	60.2	—	—	66.36	—	73.3	45.21	48.4	46.24	83.24	66.37	58.46	53.84	60.54
NPR2026.01	53.85	—	—	46.85	85.92	76.84	34.69	12.83	6.12	94.01	93.32	49.07	38.82	—
STIL2026.01	50.57	—	—	9.22	55.33	72.4	48.64	51.99	41.81	59.21	73.17	50.99	42.92	—
NPR2026.01	46.18	—	—	46.43	78.57	63.7	21.86	7	3.29	92.97	89.29	33.86	24.84	—