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ResearchFormerly WizWand

Fake Image Detection on AIGC Dataset

100ProGAN (Training)CNNSpot

Evaluation results

Method	Links
CNNSpot2026.02		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
Fusing2026.02		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
PatchCraft2026.02		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
AIDE2026.02		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
LGrad2026.02		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
UnivFD2026.02		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
NPR2026.02		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
LNP2026.02		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
FreDect2026.02		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
SimLBR2026.02		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-G2026.02		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-D2026.02		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