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AIGC Detection on AIGCDetect-Benchmark various generators

100ProGAN Accuracy

CNNS

Updated 1mo ago

Evaluation Results

Method	Links
CNNS 2026.01		100	99.83	85.99	94.94	99.04	90.82	99.48	99.85	75.67	72.28	66.24	53.51	61.2	61.56	68.83	57.34	72.62	79.95
Fusing 2026.01		100	99.5	90.7	95.5	99.8	88.3	99.6	93.3	94.1	77.5	70	68.12	65.4	65.7	75.6	64.6	79.41	83.95
GramNet 2026.01		100	99.23	81.79	95.33	99.23	84.99	99.11	95.21	73.11	66.76	56.82	49.82	59.83	60.37	61.13	55.62	68.22	76.86
LNP 2026.01		100	99.27	94.54	89.52	100	84.54	99.7	42.75	93.37	92.76	86.92	98.26	96.34	96	94.91	95.33	87.75	91.29
LGard 2026.01		100	98.31	92.93	95.01	100	95.43	97.89	57.99	72.95	80.42	71.86	82.55	62.37	62.85	77.47	62.48	80.03	81.8
UniFD 2026.01		100	97.56	99.27	99.8	99.37	99.98	97.9	96.73	86.81	83.81	74	63.04	86.14	85.64	96.53	91.07	67.59	89.73
Pat.C. 2026.01		100	98.96	99.42	85.26	100	81.33	97.74	95.26	93.4	94.04	96.48	99.56	99.06	99.06	96.26	97.54	99.89	96.07
OursFFT 2026.01		100	97.86	95.07	96.37	99.93	84.98	97.8	95.87	94.88	97.19	95.77	99	97.26	97.31	92.81	94.91	99.61	96.27
FreDect 2026.01		99.99	88.98	93.62	84.78	99.49	82.84	82.54	55.85	61.77	52.92	46.09	38.2	37.83	37.76	85.1	39.58	49.45	66.87
D-G 2026.01		99.08	91.74	75.25	80.56	99.34	72.15	88.29	60.13	85.84	78.35	61.86	74.48	49.87	49.52	54.57	55.38	53.97	72.38
D-D 2026.01		58.79	56.68	46.91	50.03	40.64	47.34	58.03	59.02	99.79	99.54	97.32	99.71	98.61	98.83	98.98	98.37	99.1	76.92