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Synthetic Image Detection on Self-Synthesis 9 GANs (test)

99.6AttGAN Accuracy

Fixed-mapping

Updated 4d ago

Evaluation Results

Method	Links
Fixed-mapping 2025.12		99.6	99.9	99.1	100	98.9	100	99.8	100	99.4	100	99.7	100	85.2	91.7	99.1	100	99.9	100	97.9	98.8
Random-mapping 2025.12		99.4	100	99.9	100	99.4	99.7	99	99.9	99.2	99.8	99.9	100	77.4	83.1	98.3	99.8	99.9	100	96.9	98
F3Net 2025.12		85.2	94.8	87.1	97.5	89.5	99.8	67.1	83.1	73.7	99.6	98.8	100	65.4	70	51.6	93.6	60.3	99.9	75.4	93.1
NPR 2025.12		83	96.2	99	99.8	98.7	99	94.5	98.3	98.6	99	99.6	100	79	80	88.8	97.4	98	100	93.2	96.6
UnivFD 2025.12		78.5	98.3	72	98.9	77.6	99.8	77.6	98.9	77.6	99.7	78.2	98.7	85.2	98.1	77.6	98.7	74.2	97.8	77.6	98.8
LGrad 2025.12		68.6	93.8	69.9	89.2	50.3	54	71.1	82	57.5	67.3	89.1	99.1	78.5	86	78	87.4	54.8	68	68.6	80.8
Patchfor 2025.12		68	92.9	97.1	100	97.8	99.9	93.6	98.2	97.9	100	99.6	100	66.8	68.1	97.6	99.8	92.7	99.8	90.1	95.4
Frank 2025.12		65	74.4	39.4	39.9	31	36	41.1	41	38.4	40.5	69.2	96.2	69.7	81.9	48.4	47.9	25.4	34	47.5	54.7
SelfBlend 2025.12		63.1	66.1	56.4	59	75.1	82.4	79	82.5	68.6	74	73.6	77.8	53.2	53.9	61.6	65	61.2	66.7	65.8	69.7
GANDetection 2025.12		57.4	75.1	67.9	100	67.8	99.7	67.6	92.4	67.7	99.3	60.9	86.2	69.6	83.5	66.7	90.6	69.6	97.2	66.1	91.6
CNNDetection 2025.12		51.1	83.7	50.2	44.9	81.5	97.5	71.1	94.7	72.9	94.4	53.3	82.1	55.2	66.1	62.7	90.4	63	92.7	62.3	82.9
Durall 2025.12		39.9	38.2	48.2	30.9	60.9	67.2	50.1	51.7	59.5	65.5	80	88.2	87.3	97	54.8	58.9	62.1	72.5	60.3	63.3