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Fake Image Detection on Cross-Generator Generalization Trained on ProGAN (test)

100Pro-GAN Detection Rate

Fusing

Updated 4d ago

Evaluation Results

Method	Links
Fusing 2025.12		100	95.5	90.76	99.48	99.82	88.32	71.12	77.33	65.3	65.62	74.85	77.44	69.91	64.53	75.42	81.03
Univfd 2025.12		100	99.21	98.31	97.98	99.35	99.8	82.04	82.18	85.48	82.3	84.34	84.04	69.1	90.13	94.96	89.85
NPR 2025.12		100	98.5	87.8	99.8	99.9	85.5	82.4	71.6	84	84.6	74.6	85.7	85.4	80.5	81.2	86.77
VIB-Net 2025.12		100	99.8	99.29	98.79	99.72	99.99	92.64	91.62	87.24	86.98	87.88	88.53	75.68	90.92	96.51	93.04
CausalCLIP 2025.12		100	99.27	99.31	99.7	99.89	99.72	90.78	93.14	89.91	87.59	88.92	92.41	82.72	93.52	97.12	94.27
CNNSpot 2025.12		99.99	96.4	87.5	96.94	94.24	98.28	64.42	55.89	52.86	53.25	65.14	68.1	56.6	51.15	69.49	74.02
FreDect 2025.12		99.99	84.77	93.62	88.97	99.48	82.85	70.77	49.5	38.5	38.41	63.72	54.73	47.25	40.44	86.01	69.27
Lgrad 2025.12		99.9	94.01	90.75	99.8	99.98	79.29	71.71	45.09	70.9	71.72	71.83	75.96	71.42	66.51	70.23	78.61
CLIPping 2025.12		99.85	94.03	91.27	95.24	99.05	89.52	73.89	56.62	58.28	57.85	77.25	77.93	52.43	60.65	80	77.59