AI-generated image detection on Ojha Diffusion Benchmark 1.0 (test)

98.7DALL-E AccFatFormer

Evaluation Results

Method
FatFormer2026.05	98.7	99.8	94.5	99.5	94.1	99.3	94.2	99.1	75.9	91.8	98.5	99.8	98.5	99.8	94.8	99	93.6	98.4
FatFormer2026.05	98.7	99.8	94.5	99.5	94.1	99.3	94.2	99.1	75.9	91.8	98.5	99.8	98.5	99.8	94.8	99	93.6	98.4
CoDA2026.05	98.1	99.6	97.6	99.6	97.4	99.5	97.7	99.5	92.8	97.4	98.8	99.8	98.9	100	98.7	99.8	97.5	99.4
CoDA2026.05	98.1	99.6	97.6	99.6	97.4	99.5	97.7	99.5	92.8	97.4	98.8	99.8	98.9	100	98.7	99.8	97.5	99.4
SAFE2026.05	97.5	99.7	97.2	99.4	95.8	98.9	96.6	99.2	82.4	95.7	98.8	100	98.8	100	98.7	99.8	95.7	99
SAFE2026.05	97.5	99.7	97.2	99.4	95.8	98.9	96.6	99.2	82.4	95.7	98.8	100	98.8	100	98.7	99.8	95.7	99
FreqNet2026.05	97.2	99.5	87.8	96.1	84.4	96.6	86.5	95	67.2	74.5	97.8	99.6	97.4	99	98.2	99	89.6	94.9
FreqNet2026.05	97.2	99.5	87.8	96.1	84.4	96.6	86.5	95	67.2	74.5	97.8	99.6	97.4	99	98.2	99	89.6	94.9
RINE2026.06	95	99.5	90.7	99.2	88.9	99.1	92.6	99.5	76.1	96.6	98.7	99.9	98.3	99.9	88.2	98.7	91.1	99
NPR2026.05	94.5	99.5	98.2	99.8	97.8	99.7	98.2	99.8	75.8	81	99.3	99	99.1	99.9	99	99.9	95.1	97.4
NPR2026.05	94.5	99.5	98.2	99.8	97.8	99.7	98.2	99.8	75.8	81	99.3	99	99.1	99.9	99	99.9	95.1	97.4
NPR2026.06	94.5	99.5	98.2	99.8	97.8	99.7	98.2	99.8	75.8	81	99.3	99.9	99.1	99.9	99	99.8	95.2	97.4
ADOF2026.06	92.1	98.3	98.6	100	98.7	100	98.4	99.9	75.9	87.6	98.8	100	98.6	99.9	98.5	99.9	94.9	98.2
Ojha2026.06	89.5	96.8	90.1	97	90.7	97.2	91.1	97.4	75.7	85.1	90.5	97	90.2	97.1	77.3	88.6	86.9	94.5
UFD2026.05	89.3	96.5	90	96.5	90.7	97	90.8	97.2	75.1	84.5	90.1	97	90.2	97	77.3	88.6	86.7	94.3
UFD2026.05	89.3	96.5	90	96.5	90.7	97	90.8	97.2	75.1	84.5	90.1	97	90.2	97	77.3	88.6	86.7	94.3
LGrad2026.05	88.5	97.3	89.5	94.9	87.4	93.2	90.6	95	86.7	99.8	94.8	99.2	94.2	99.1	95.8	99.2	90.9	97.3
LGrad2026.05	88.5	97.3	89.5	94.9	87.4	93.2	90.6	95	86.7	99.8	94.8	99.2	94.2	99.1	95.8	99.2	90.9	97.3
LGrad2026.06	88.5	97.3	89.4	94.9	87.4	93.2	90.7	95.1	86.6	100	94.8	99.2	94.2	99.1	95.9	99.2	90.9	97.2
PatchCraft2026.05	83.3	93	80.1	92	83.4	93.9	77.6	88.7	80.9	90.5	88.9	97.7	89.3	97.9	88.1	96.9	84	93.8
PatchCraft2026.05	83.3	93	80.1	92	83.4	93.9	77.6	88.7	80.9	90.5	88.9	97.7	89.3	97.9	88.1	96.9	84	93.8
Patchfor2026.06	79.8	99.1	87.3	99.7	82.8	99.1	84.9	98.8	74.2	81.4	95.8	99.8	95.6	99.9	94	99.8	86.8	97.2
F3Net2026.06	71.6	79.9	88.3	95.4	87	94.5	88.5	95.4	69.2	70.8	74.1	84	73.4	83.3	80.7	89.1	79.1	86.5
GANDetection2026.06	67.2	83	51.2	52.6	51.1	51.9	51.7	53.5	49.6	49	54.7	65.8	54.9	65.9	53.8	58.9	54.3	60.1
FreDect2026.05	57	62.5	53.6	44.3	50.4	40.8	52	42.3	53.4	52.5	56.6	51.3	56.4	50.9	56.4	52.4	54.5	49.6
FreDect2026.05	57	62.5	53.6	44.3	50.4	40.8	52	42.3	53.4	52.5	56.6	51.3	56.4	50.9	56.4	52.4	54.5	49.6
Frank2026.06	57	62.5	53.6	44.3	50.4	40.8	52	42.3	53.4	52.5	56.6	51.3	56.4	50.9	56.5	52.1	54.5	49.6
Durall2026.06	55.9	58	54.9	52.3	48.9	46.9	51.7	49.9	40.6	42.3	62	62.6	61.7	61.7	58.4	58.5	54.3	54
SelfBland2026.06	52.4	51.6	58.8	63.2	59.4	64.1	64.2	68.3	58.3	63.4	53	54	52.6	51.9	51.9	52.6	56.3	58.7
CNNDet2026.05	51.8	61.2	53.3	72.9	53.1	71.3	54.2	76.1	54.9	66.6	51.9	63.7	52	64.5	51.6	63.1	52.8	67.5
CNNDet2026.05	51.8	61.2	53.3	72.9	53.1	71.3	54.2	76.1	54.9	66.6	51.9	63.7	52	64.5	51.6	63.1	52.8	67.5
CNNDetection2026.06	51.8	61.3	53.3	72.9	53	71.3	54.2	76	54.9	66.6	51.9	63.7	52	64.5	51.6	63.1	52.8	67.4