Synthetic Image Detection on UFD benchmark leaderboard · SOTA2 Research

Synthetic Image Detection on UFD

100Pro-GAN PerformanceCNNSpot

Evaluation Results

Method	Links
CNNSpot2026.03		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
RINE2026.03		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
CNNSpot2026.03		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
UnivFD2026.03		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
LGrad2026.03		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
FatFormer2026.03		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
RINE2026.03		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
FreqNet2026.03		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-CLIP2026.03		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
D32026.03		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
VIB2026.03		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
ForgeLens2026.03		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
LTD2026.03		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
NPR2026.03		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-CLIP2026.03		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
LTD2026.03		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
ForgeLens2026.03		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
VIB2026.03		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
LGrad2026.03		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
UnivFD2026.03		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
NPR2026.03		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
FatFormer2026.03		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
FreqNet2026.03		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
D32026.03		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