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Fake Image Detection on AIGC Dataset

100ProGAN (Training)

CNNSpot

Updated 2d ago

Evaluation Results

Method	Links
CNNSpot 2026.02		100	90.17	71.17	87.62	94.6	81.42	86.91	91.65	60.39	58.07	51.39	50.57	50.53	56.46	51.03	50.45	70.78	18.91	1.1
Fusing 2026.02		100	85.2	77.4	87	97	77	83.3	66.8	49	57.2	52.2	51	51.4	55.1	51.7	52.8	68.38	18.04	1.02
PatchCraft 2026.02		100	92.77	95.8	70.17	99.97	71.58	89.55	85.8	82.17	83.79	90.12	95.38	95.3	88.91	91.07	96.6	89.31	8.89	4.42
AIDE 2026.02		99.99	99.64	83.95	98.48	99.91	73.25	98	94.2	93.43	95.09	77.2	93	92.85	95.16	93.55	96.6	92.77	7.92	5.4
LGrad 2026.02		99.83	91.08	85.62	86.94	99.27	78.46	85.32	55.7	67.15	66.11	65.35	63.02	63.67	72.99	59.55	65.45	75.34	14.26	1.78
UnivFD 2026.02		99.81	84.93	95.08	98.33	95.75	99.47	74.96	86.9	66.87	62.46	56.13	63.66	63.49	85.31	70.93	50.75	78.43	16.73	1.7
NPR 2026.02		99.79	97.7	84.35	96.1	99.35	82.5	98.38	65.8	69.69	78.36	77.85	78.63	78.89	78.13	76.11	64.9	82.91	11.92	2.76
LNP 2026.02		99.67	91.75	77.75	84.1	99.92	75.39	94.64	70.85	84.73	80.52	65.55	85.55	85.67	74.46	82.06	88.75	83.84	9.78	3.46
FreDect 2026.02		99.36	78.02	81.97	78.77	94.62	80.57	66.19	50.75	63.42	54.13	45.87	38.79	39.21	77.8	40.3	34.7	64.03	21.08	0.67
SimLBR 2026.02		99.29	87.38	95.52	88.11	88.54	97.14	84.57	89.5	85.89	90.88	75.54	85.51	84.43	93.2	90.08	78.8	88.4	6.23	6.16
DIRE-G 2026.02		95.19	83.03	70.12	74.19	95.47	67.79	75.31	58.05	75.78	71.75	58.01	49.74	49.83	53.68	54.46	66.48	68.68	14.46	1.29
DIRE-D 2026.02		52.75	51.31	49.7	49.58	46.72	51.23	51.72	53.3	98.25	92.42	89.45	91.24	91.63	91.9	90.9	92.45	71.53	21.55	1