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ResearchFormerly WizWand

Generated Image Detection on DiffusionForensics Cross-model (test)

99.9DDPM AccuracyLGrad

Evaluation results

Method	Links
LGrad2025.01		99.9	100	96.2	100	90.4	99.4	86.4	97.5	97.1	100	66.1	92.8	69.5	98.5	99.7	100	88.2	98.5
Ours2025.01		99.9	100	100	100	97.5	99.9	96	99.8	99.9	100	98.5	100	99.2	100	99.6	100	98.8	100
NPR2025.01		99.4	100	100	100	97.1	99.7	88.4	97.9	96.4	100	87.5	98	97.5	100	100	100	95.8	99.4
Ladeda2025.01		98.4	99.9	100	100	97.1	99.8	83.9	96.9	94.1	100	93.9	98.8	93.7	99.9	100	100	95.1	99.4
FreqNet2025.01		91.4	99.8	100	100	63.9	98.1	67.2	91.3	81.8	98.4	59	97.3	85.2	99.8	98.9	100	80.9	98.1
AIDE2025.01		86.5	92.5	92.1	99.4	91.5	98.6	85.7	94.1	88.6	95.1	87.8	94.8	89.6	97.8	87.4	95	88.6	95.9
F3Net2025.01		84.7	99.4	100	100	73.4	97.2	80.9	96.9	99.8	100	74.7	98.9	72.8	99.5	100	100	85.8	99
C2P-CLIP2025.01		73.4	76.2	95.8	99.7	78.9	99.2	68.8	95.3	66.7	94.8	80.7	94.9	84.2	97.2	97.3	99.7	80.7	94.6
UnivFD2025.01		72.9	78.8	77.7	99.2	59	93	88.7	98.6	53.3	87.6	73.4	97.1	86.2	99.2	50.7	87.9	70.2	92.5
FatFormer2025.01		67.2	73.5	100	100	61.7	96.8	70.8	93.4	84.4	98.2	69.3	94.3	99.3	100	97.3	100	81.2	94.4
CNN-Spot2025.01		62.7	76.6	50	71	38	76.7	53.9	71.8	52	90.3	50.2	82.7	50.8	90.3	50.4	78.7	51	90.3
Patchfor2025.01		62.3	97.1	100	100	90.7	99.8	77.5	93.9	94.8	100	50	91.6	50.2	99.9	99.5	100	78.1	97.8
GANDetection2025.01		62.3	46.4	51.1	51.2	39.8	65.6	51.1	53.1	50.1	36.9	50.2	63	50.6	79	51.6	48.1	50.8	55.4