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ResearchFormerly WizWand

Synthetic Image Detection on ForenSynths, DIRE, and UniversalFake suites Setting 2 (test)

100ProGAN Detection RateDIRE

Evaluation results

Method	Links
DIRE2026.04		100	67.73	64.78	83.08	65.3	100	80.16	86.31	86.36	72.37	83.2	82.7	84.05	84.25	87.1	90.8	90.25	58.75	81.51
RINE2026.04		100	99.3	99.6	88.9	99.8	99.5	97.82	78.9	96.08	89.2	76.1	98.3	88.2	98.6	88.9	92.6	90.7	85	92.64
Effort2026.04		100	99.85	99.6	95.05	99.6	100	96.9	67.62	93.04	87.83	69.15	99.3	96.8	99.45	97.45	97.8	97.15	98.05	94.15
I2P2026.04		99.99	99.94	99.6	97.32	99.6	99.84	96.22	86.96	96.33	89.4	85.24	98.78	96.39	99.75	98.2	98.51	98.43	98.2	96.59
ForgeLens2026.04		99.95	99.24	97.67	96.64	98.84	95.24	96.2	81.23	98.44	89.42	73.34	98.72	96.98	98.86	96.07	96.17	95.43	98.29	94.82
FerretNet2026.04		99.9	98.8	92.6	98	91.4	99.1	98.5	88.82	94.9	86	86.4	98.8	98.5	98.8	97.3	97.2	97.9	91.4	95.24
UniFD2026.04		99.9	98.4	94.65	84.95	99.4	96.75	83.35	71.5	86.15	73.35	69.65	94.4	74	95	78.5	79.05	77.9	87.3	85.79
FatFormer2026.04		99.89	99.32	99.5	97.15	99.41	99.75	99.8	76.82	99.3	84.53	76	98.6	94.9	98.65	94.35	94.65	94.2	98.75	94.75
LGard2026.04		99.83	86.94	86.63	91.08	78.46	99.27	54.71	72.3	67.5	68.92	60.34	90.3	95.1	93.61	86.13	90.3	83.24	67.6	81.79
NPR2026.04		99.75	71.9	90.1	94.3	77.7	100	87.8	88	82.3	83.8	68.35	89.8	90.1	89.05	76.55	80.15	79.5	85.4	85.25
FreqNet2026.04		97.9	95.84	90.45	97.55	90.24	93.41	92.03	94.92	93.22	87.76	86.7	84.55	99.58	65.56	85.69	97.4	88.15	59.06	88.89