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Pixel-level Anomaly Detection on MVTec AD 1.0 (test)

0.989Carpet Score

PaDiM-R18

Updated 4d ago

Evaluation Results

Method	Links
PaDiM-R18 2021.03		0.989	0.901	0.967	0.949	0.991	0.912	0.936	0.981	0.958	0.983	0.977	0.967	0.947	0.974	0.987	0.972	0.982	0.967
STFPM 2021.03		0.988	0.921	0.97	0.99	0.993	0.974	0.972	0.988	0.955	0.983	0.985	0.976	0.978	0.983	0.989	0.825	0.985	0.97
Cut-Paste 2021.03		0.983	-	0.96	0.975	0.995	0.905	0.955	0.976	0.9	0.974	0.973	0.931	0.957	0.967	0.981	0.93	0.993	0.96
SPADE 2021.03		0.975	0.917	0.965	0.937	0.976	0.874	0.885	0.984	0.972	0.99	0.991	0.981	0.965	0.989	0.979	0.941	0.965	0.965
Patch-SVDD 2021.03		0.926	-	0.957	0.962	0.974	0.914	0.908	0.981	0.968	0.958	0.975	0.98	0.951	0.957	0.981	0.97	0.951	0.957
SSIM-AE 2021.03		0.87	0.69	0.87	0.94	0.78	0.59	0.73	0.93	0.82	0.94	0.97	0.89	0.91	0.96	0.92	0.9	0.88	0.87
CNN-Dict 2021.03		0.72	0.52	0.78	0.59	0.87	0.93	0.91	0.78	0.79	0.84	0.72	0.82	0.68	0.87	0.9	0.66	0.76	0.78
STAD 2021.03		0.695	0.857	-	0.819	0.819	0.912	0.725	0.918	0.865	0.916	0.937	0.895	0.935	0.928	0.863	0.701	0.933	0.857
AnoGAN 2021.03		0.54	0.44	0.74	0.58	0.64	0.5	0.62	0.86	0.78	0.84	0.87	0.76	0.87	0.8	0.93	0.86	0.78	0.74