Pixel-level Anomaly Detection on MVTec AD 1.0 (test) benchmark leaderboard · SOTA2 Research

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

0.989Carpet ScorePaDiM-R18

Evaluation Results

Method	Links
PaDiM-R182021.03		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
STFPM2021.03		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-Paste2021.03		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
SPADE2021.03		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-SVDD2021.03		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-AE2021.03		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-Dict2021.03		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
STAD2021.03		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
AnoGAN2021.03		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