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Generated Image Detection on DiffusionForensics Cross-model (test)

99.9DDPM Accuracy

LGrad

Updated 4d ago

Evaluation Results

Method	Links
LGrad 2025.01		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
Ours 2025.01		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
NPR 2025.01		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
Ladeda 2025.01		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
FreqNet 2025.01		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
AIDE 2025.01		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
F3Net 2025.01		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-CLIP 2025.01		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
UnivFD 2025.01		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
FatFormer 2025.01		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-Spot 2025.01		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
Patchfor 2025.01		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
GANDetection 2025.01		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