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AI-generated image detection on Synthbuster (Model-Specific Performance)

99.8DALL·E 2 Score

DDA*

Updated 1d ago

Evaluation Results

Method	Links
DDA* 2026.05		99.8	99.9	99.9	99.5	99.9	99.9	99.9	99.9	99.9	99.8
STAL 2026.05		99.6	99.9	99.8	98.6	99.9	99.9	99.9	99.9	99.9	99.7
Barni et al. 2026.06		94.63	49.13	49.75	-	97.38	95.5	95.5	92.75	93.88	83.56
Li et al. 2026.06		88.38	52.38	45.63	-	94.75	80.5	83.13	93.88	50.5	73.64
DDA 2026.05		86.3	90	91.9	76.5	93.5	92.9	92.7	93.3	93.5	90.1
Khan et al. 2026.06		84.63	41.13	85.38	-	58.63	71.38	72	74.25	79.5	70.86
UnivFD 2026.05		83.5	47.4	89.9	53.3	52.5	70.4	69.9	75.7	68	67.8
DRCT 2026.05		77.2	86.6	84.1	82.6	73.7	86.6	86.6	83.2	71.3	84.8
Color Transformer (Balanced) 2026.06		61.75	61.75	53.38	-	88.25	94.88	95	76	82.13	76.64
He et al. 2026.06		61.29	44.29	56.57	-	49.86	59.43	57.57	42	52	52.88
FatFormer 2026.05		59.4	39.5	60.3	72.7	44.4	53.7	54	52.3	69.1	56.1
SAFE 2026.05		58	9.9	10.3	52.2	56.7	59.4	59.1	53	59.5	46.5
C2P-CLIP 2026.05		55.6	63.2	59.5	86.7	52.9	75.2	76.7	69.2	77.7	68.5
Tan et al. 2026.06		53.55	53.55	50.85	-	81.35	97.1	97.65	76.8	98.4	76.16
NPR 2026.05		51.1	49.3	46.5	48.5	52.8	51.4	51.8	46	52.8	50
AlignedForensics 2026.05		50.2	48.9	51.7	53.5	98.7	98.8	98.8	98.6	97.3	77.4
Wang et al. 2026.06		49.75	49.75	55.95	-	50.25	50.1	50.15	51.7	51.75	51.17
Gragnaniello et al. 2026.06		49.4	49.4	68.2	-	52.7	57.05	57.55	56.95	61.9	56.64
Color Transformer (Robust) 2026.06		48.38	48.38	45.25	-	76.5	92.13	92.5	56.13	92.13	68.92
Corvi et al. 2026.06		48.1	48.1	57.15	-	97.15	98.1	98.1	96.65	95.3	79.83
Cozzolino et al. 2026.06		47.8	47.8	77.95	-	97.5	97.8	97.8	97.35	96	82.5
Ojha et al. 2026.06		46.3	46.3	88.8	-	51.4	69.4	68.85	74.65	66.9	64.07
AIDE 2026.05		34.9	33.7	24.8	65	57.5	74.1	73.7	53.2	68.4	53.9