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ResearchFormerly WizWand

AI-generated image detection on AIGCDetectionBenchmark (test)

100ProGAN Detection AccuracyCNNSpot

Evaluation results

Method	Links
CNNSpot2025.04		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
Fusing2025.04		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
PatchCraft2025.04		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
AIDE2025.04		99.99	99.64	83.95	98.48	99.91	73.25	98	94.2	93.43	95.09	77.2	93.01	92.85	95.16	93.55	96.6	92.77
LGrad2025.04		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
UnivFD2025.04		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
NPR2025.04		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
LNP2025.04		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
FreDect2025.04		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
Ours/DINOv22025.04		96.94	94.27	94.73	89.44	89.99	93.99	89.44	95	91.02	97.84	85	99.43	99.03	99.17	99.26	96.05	94.41
DIRE-G2025.04		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
Ours/CLIP2025.04		89.12	89.94	83.57	97.16	97.12	75.29	89.17	95.2	94.67	96.05	94.78	98.49	98.19	98.53	98.61	97.9	93.36
DIRE-D2025.04		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