Video Forgery Detection on GenVideo (test)

97.13Recall (Average)NSG-VD

Evaluation Results

Method
NSG-VD2026.01	97.13	94.64	89.83	100	89.85	98.33	88.39	100	86.64	97.5	88.97	100	87.91	100	90.57	100	88.24	91.67	83.97	89.17	80.45	87.45
VidGuard-R1 (GRPO)2025.10	96	95	97	100	99	98	99	94	91	98	99	95	89	97	99	99	99	94	95	91	90	96
MPF-Net2026.01	94.67	87.5	80.99	99.57	98.66	99.42	99.13	92	94.71	88.5	93.33	88.14	92.57	100	98.74	99.93	99.4	99.29	98.51	92.38	89.47	94.55
DeMamba-XCLIP2025.10	93	98	64	100	96	99	97	65	75	94	95	98	95	100	95	100	97	92	92	89	91	90
MPF-Net2026.01	92.63	83.93	76.42	99	98.09	99.78	99.17	85.71	90.91	90.79	94.46	84.29	90.08	100	98.43	99.93	99.29	99.43	98.31	83.48	89.92	93.51
VidGuard-R1 (GRPO, GenVidBench-pretrained, Zero-shot)2025.10	92	95	93	98	93	90	96	89	91	97	99	85	82	99	95	93	89	81	85	87	88	91
VidGuard-R1 (CoT)2025.10	90	92	90	89	91	91	95	90	89	98	99	79	81	99	95	85	89	89	85	87	88	90
NSG-VD2026.01	88.02	78.57	87.13	98.33	98.33	80	87.27	92.5	91.74	94.17	94.17	87.5	90.52	100	96.77	98.33	95.93	68.33	78.85	82.5	88	90.87
Skyra-RL-GenVideo(7B)2026.01	87.66	95.64	95.5	95.86	94.51	96.23	95.3	82.71	87.79	94.29	94.32	72	81.36	97.92	96.16	98.07	96.01	66.29	76.76	78.63	85.41	90
VideoMAE2025.10	87	67	82	96	95	98	98	96	96	77	86	80	87	97	96	96	97	96	96	68	79	89
MINTIME-CLIP2025.10	87	89	49	100	93	98	96	26	37	96	94	98	92	99	92	100	96	84	84	82	85	82
FTCN-CLIP2025.10	86	87	78	100	98	98	98	17	29	97	98	91	94	100	98	100	99	85	90	82	89	87
NPR2025.10	84	91	27	99	84	99	91	24	30	89	86	57	59	97	81	99	91	94	81	87	81	71
ReStraV2026.01	82	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	89.8
DeMamba-XCLIP-FT2026.01	80.98	94.64	50	98.43	92.55	92.17	92.4	82.43	83.81	52.29	65.59	54	64.12	99.52	92.28	99.14	96.09	79.29	81.92	57.88	68.55	78.73
DeMamba-XCLIP-FT2026.01	75.72	92.86	42.98	97.29	89.9	98.48	94.6	38.29	48.64	53.5	65.59	41.43	51.6	99.84	90.17	94.07	92.35	77.29	78.69	64.15	71.83	72.63
STIL2026.01	73.83	75	9.84	79.43	55.3	94.49	75.8	57.86	43.55	53.14	51.28	64.14	47.08	97.12	61.07	85.29	71.3	69.43	50.08	62.42	51.17	51.65
ReStraV2026.01	73.5	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	82.7
STIL2026.01	72.39	71.43	9.22	80.43	55.33	88.48	72.4	67.71	48.64	54.57	51.99	55.71	41.81	93.93	59.21	89.57	73.17	72	50.99	50.11	42.92	50.57
XCLIP-B-FT2026.01	72.01	85.71	77.05	95.43	96.32	76.23	85.8	65.86	78.14	35.93	52.34	37	52.91	99.68	98.26	99	98.79	75.57	84.68	49.78	65.48	78.98
TALL2026.01	71.41	60.71	10.38	70.43	56.09	94.49	80.29	59.14	49.32	57.57	58.17	64	52.31	96.33	67.26	88.71	77.46	60.57	50.24	62.1	55.69	55.72
TALL2026.01	65.68	57.14	17.3	76.43	70.53	79.57	79.57	64.43	62.89	34.86	44.98	56.29	57.27	85.14	74.03	91.43	86.423	67.14	64.69	44.38	50.77	60.85
GPT-4.1 mini2025.10	65	43	60	67	80	56	72	54	70	63	77	56	72	92	96	67	80	69	82	69	82	72
FTCN-CLIP-B2026.01	62.87	91.07	58.96	93	91.95	92.32	93.71	17.71	27.7	17.5	28.55	6.43	10.88	99.68	94.83	84.79	89.48	74.57	81.06	51.73	65.13	64.23
FTCN-CLIP-B2026.01	62.79	89.29	81.3	97.86	97.65	62.97	76.64	40.43	56.6	16.5	28.02	15.57	26.36	99.84	98.58	99.71	99.22	65.14	77.75	40.6	56.97	69.91
MINTIME-CLIP-B2026.01	61.35	69.64	55.32	92.57	92.97	91.16	93.78	10.71	18.27	22.93	36.33	10.71	18.27	99.68	96.3	86	90.87	73.71	81.77	56.37	69.88	65.38
XCLIP-B-FT2026.01	60.96	67.86	58.91	91.29	93.01	96.23	96.79	12	20.49	22.36	35.81	9.14	15.79	99.84	97.12	83.43	89.74	75.57	83.61	51.84	66.62	65.79
Qwen2.5-VL-7B2025.10	54	58	74	56	72	54	70	33	49	43	60	38	55	81	90	63	77	51	68	70	82	70
NPR2026.01	51.44	55.36	46.27	77.57	84.1	71.88	81.97	48.6	8.71	7.21	12.93	4.29	7.72	86.26	88.94	60.29	73.68	71.43	80.19	31.53	46.04	53.06
NPR2026.01	46.18	46.43	46.85	78.57	85.92	63.7	76.84	21.86	34.69	7	12.83	3.29	6.12	92.97	94.01	89.29	93.32	33.86	49.07	24.84	38.82	53.85
MINTIME-CLIP-B2026.01	21.66	16.07	23.38	26.86	41.78	14.71	25.45	5.57	10.39	37.57	54.28	9	16.26	21.88	35.35	40.71	57.52	1.14	2.22	43.09	59.69	32.63