AI-generated image detection on Chameleon (test)

95.64AccuracyPE-ViT-G + TAP

Evaluation results

Method
PE-ViT-G + TAP2026.04	95.64	—	91.47	98.78
PE-ViT-G2026.04	92.11	—	99.19	86.78
SimLBR2026.02	85.57	—	92.96	80.06
SimLBR2026.02	84.33	—	75.8	90.74
PE-ViT-L + TAP2026.04	83.31	—	61.36	99.82
DRCT2025.12	79.8	85.2	—	—
B-Free2025.12	78.2	85.2	—	—
CommForen2025.12	77.5	83.5	—	—
PE-ViT-L2026.04	72.81	—	98.43	53.55
Ours/DINOv22025.04	72.07	—	49.68	88.99
GAPL2025.12	71	75.6	—	—
HydraPrompt2026.05	69.7	—	37.9	93.9
MCAN2026.01	69.61	—	—	—
Ours/CLIP2025.04	69.33	—	38.93	92.18
Co-SPY2025.12	68.8	68.8	—	—
Ours/DINOv22025.04	66.63	—	64.65	68.12
OMAT2026.04	66.05	—	33.93	90.17
AIDE2025.12	65.8	69.7	—	—
AIDE2025.04	65.77	—	26.8	95.06
Ours/CLIP2025.04	63.94	—	17.27	99.01
AIDE2026.01	62.6	—	—	—
AIDE2026.02	62.6	—	20.33	94.38
AIDE2025.04	62.6	—	20.33	94.38
AIDE2026.04	62.6	—	20.33	94.38
AIDE2026.05	62.6	—	20.3	94.4
HydraPrompt2026.05	61.3	—	31.6	83.7
D32025.12	61	56.5	—	—
GramNet2026.05	61	—	17.7	93.5
GramNet2026.02	60.95	—	17.65	93.5
GramNet2026.04	60.95	—	17.65	93.5
CNNSpot2025.04	60.89	—	9.86	99.25
MCAN2026.01	60.81	—	—	—
UnivFD2025.04	60.42	—	85.52	41.56
CNNSpot2026.01	60.11	—	—	—
CNNSpot2026.02	60.11	—	8.86	98.63
CNNSpot2025.04	60.11	—	8.86	98.63
CNNSpot2026.04	60.11	—	8.86	98.63
CNNSpot2026.05	60.1	—	8.9	98.6
DIRE2026.01	59.71	—	—	—
DIRE2026.02	59.71	—	11.86	95.67
DIRE2025.04	59.71	—	11.86	95.67
DIRE2026.04	59.71	—	11.86	95.67
DIRE2026.05	59.7	—	11.9	95.7
SAFE2025.12	59.2	50.6	—	—
NPR2026.05	59.1	—	2.4	100
GramNet2026.02	58.94	—	4.76	99.66
GramNet2026.05	58.9	—	4.8	99.7
AIDE2025.12	58.4	50.1	—	—
AIDE2026.05	58.4	—	5	98.5
AIDE2026.01	58.37	—	—	—
AIDE2026.02	58.37	—	5.04	98.46
DIRE2026.05	58.2	—	3.3	99.5
DIRE2026.01	58.19	—	—	—
DIRE2026.02	58.19	—	3.25	99.48
NPR2026.01	58.13	—	—	—
NPR2026.02	58.13	—	2.43	100
NPR2025.04	58.13	—	2.43	100
NPR2026.04	58.13	—	2.43	100
DIRE2025.04	57.83	—	2.09	99.73
NPR2025.04	57.81	—	1.68	100
NPR2025.12	57.4	47.7	—	—
NPR2026.05	57.3	—	2.2	98.7
NPR2026.01	57.29	—	—	—
NPR2026.02	57.29	—	2.2	98.7
UniFD2026.01	57.22	—	—	—
UnivFD2026.02	57.22	—	3.18	97.83
FreDect2025.04	57.22	—	0.89	99.55
UniFD2025.12	57.2	46.2	—	—
UnivFD2026.05	57.2	—	3.2	97.8
LNP2026.01	57.11	—	—	—
LNP2026.02	57.11	—	0.09	99.97
LNP2026.05	57.1	—	0.1	99.9
Fusing2026.05	57.1	—	0	99.9
Fusing2025.04	57.09	—	0.02	99.98
Fusing2026.01	57.07	—	—	—
Fusing2026.02	57.07	—	0	99.96
Fusing2025.04	57.07	—	0	99.96
CNNDet2025.12	57	42.6	—	—
Fusing2026.05	57	—	0	99.8
Fusing2026.01	56.98	—	—	—
Fusing2026.02	56.98	—	0.01	99.79
CNNSpot2026.01	56.94	—	—	—
CNNSpot2026.02	56.94	—	0.08	99.67
CNNSpot2026.05	56.9	—	0.1	99.7
FreDect2026.05	56.9	—	1.4	98.6
FreDect2026.01	56.86	—	—	—
FreDect2026.02	56.86	—	1.37	98.57
FreDect2025.04	56.86	—	1.37	98.57
Patchcraft2026.01	56.32	—	—	—
PatchCraft2026.02	56.32	—	3.07	96.35
PatchCraft2025.04	56.32	—	3.07	96.35
PatchCraft2026.04	56.32	—	3.07	96.35
PatchCraft2026.05	56.3	—	3.1	96.4
PatchCraft2025.04	55.7	—	1.39	96.52
LNP2026.01	55.63	—	—	—
LNP2026.02	55.63	—	0.57	97.01
LNP2026.04	55.63	—	0.57	97.01
FreDect2026.01	55.62	—	—	—
UniFD2026.01	55.62	—	—	—
FreDect2026.02	55.62	—	13.72	87.12