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Synthetic Image Detection on UFD

100Pro-GAN Performance

CNNSpot

Updated 1mo ago

Evaluation Results

Method
CNNSpot 2026.03	100	85.72	83.39	70.17	85.71	91.7	78.93	53.79	55.15	53.9	53.9	61	62.75	61	60.35	56.1	69.6
RINE 2026.03	100	88.9	94.5	99.6	99.3	99.5	99.8	80.6	98.6	98.3	88.2	76.1	92.6	90.7	88.9	95	93.16
CNNSpot 2026.03	100	99.54	99.06	84.51	93.43	98.15	89.49	89.02	72.5	71.11	71.11	73.96	84.6	82.01	80.47	71.27	85.01
UnivFD 2026.03	100	97.56	97.9	99.27	99.8	99.37	99.98	81.79	99.27	99.32	92.5	87.64	95.56	94.96	95.28	97.47	96.1
LGrad 2026.03	100	99.86	99.89	90.73	93.61	99.98	79.28	72.67	98.36	98.18	98.57	87.06	94.53	94.2	93.23	95.72	93.49
FatFormer 2026.03	100	99.75	99.92	99.98	99.99	100	100	97.99	99.89	99.83	99.22	91.92	99.5	99.33	99.27	99.84	99.15
RINE 2026.03	100	99.4	100	99.9	100	100	100	97.9	99.9	99.9	98	95.7	99.3	98.8	98.9	93	98.79
FreqNet 2026.03	100	99.7	99.5	96	99.5	99.8	98.6	94.4	99.9	99.9	99.9	75.7	96.3	96.4	96	99.8	96.96
C2P-CLIP 2026.03	100	99.5	98.56	99.96	100	100	100	98.59	99.98	99.99	99.83	94.13	99.32	99.38	99.3	99.94	99.28
D3 2026.03	100	99.18	99.38	99.97	97.69	99.36	99.94	87.09	99.54	99.51	95.88	98.67	99.05	98.89	98.91	98.26	98.21
VIB 2026.03	100	98.73	97.23	98.98	99.8	99.54	99.88	92.05	99.37	99.42	92.66	87.09	98.04	97.67	97.47	96.81	97.17
ForgeLens 2026.03	100	99.85	99.58	99.99	100	100	100	96.23	99.96	99.95	99.72	94.82	99.48	99.43	99.6	99.89	99.11
LTD 2026.03	100	99.96	99.31	99.97	100	100	99.92	98.44	99.48	99.46	99.59	96.83	99.73	99.75	99.71	99.97	99.51
NPR 2026.03	99.99	99.78	99.94	87.8	98.94	99.94	85.49	82.4	99.8	99.76	99.73	80.29	99.61	99.63	99.55	98.96	95.73
C2P-CLIP 2026.03	99.98	96.44	93.48	99.12	97.31	99.6	99.17	93.77	99.3	99.25	97.25	69	95.25	95.25	96.1	98.55	95.55
LTD 2026.03	99.98	99.1	95.7	95.53	98	99.5	95.38	95.2	97	98.5	98	88	97	97.5	97.5	98.5	96.9
ForgeLens 2026.03	99.94	97.33	97.38	98.02	98.79	92.47	98.72	88.91	98.7	98.8	98.15	79.45	97.4	96.15	97.85	97.95	95.56
VIB 2026.03	99.9	90.45	87.25	95.2	98.35	97.25	99.25	81.7	95.7	77.7	96.25	72.7	86.25	89.25	86.95	87.4	90.1
LGrad 2026.03	99.83	94.73	96.05	85.62	84.96	99.62	72.49	56.48	93.2	92.6	94.05	77.5	89.05	88.1	88.1	86.65	87.44
UnivFD 2026.03	99.81	84.93	74.96	95.08	98.34	95.75	99.47	68.51	95	94.4	74	69.65	79.05	77.9	78.5	87.3	85.79
NPR 2026.03	99.79	97.71	98.39	84.35	96.84	99.35	82.5	80.22	98.65	98.45	98.3	75.15	97.55	97.6	97.1	93.85	93.49
FatFormer 2026.03	99.7	97.13	98.7	99.5	99.36	99.7	99.3	93.27	98.5	98.5	94.8	75.92	94.31	94.15	94.13	98.7	95.98
FreqNet 2026.03	99.6	90.2	87.9	90.5	95.1	85.7	93.4	88.9	97.9	97.5	97.4	67.3	86.7	87.9	84.5	97.4	90.49
D3 2026.03	99.39	94.88	99.59	99.1	90.66	95.87	98.02	67.92	94.45	94.7	88.3	93.45	94.55	94.6	94.3	92.25	93.25