IM-IAD: Industrial Image Anomaly Detection Benchmark in Manufacturing

[Main Page] [Survey] [Benchmark] [Result]

The results of vanilla setting on MVTec AD

Vanilla	MVTec AD	Bottle	cable	capsule	carpet	grid	hazelnut	leather	metal_nut	pill	screw	tile	toothbrush	transistor	wood	zipper	average
CFA	Image AUC	1.000	0.994	0.999	0.947	0.997	0.996	0.986	0.965	0.985	0.983	0.999	1.000	0.994	0.974	0.888	0.981
	Image AP	1.000	0.997	1.000	0.978	0.996	0.999	0.996	0.993	0.996	0.995	1.000	1.000	0.999	0.995	0.959	0.993
	Pixel AUC	0.984	0.985	0.934	0.985	0.978	0.932	0.983	0.957	0.985	0.977	0.982	0.991	0.975	0.967	0.957	0.971
	Pixel AP	0.726	0.691	0.394	0.484	0.721	0.406	0.580	0.440	0.525	0.317	0.584	0.405	0.802	0.764	0.237	0.538
	Pixel PRO	0.931	0.917	0.762	0.868	0.948	0.861	0.933	0.847	0.926	0.928	0.935	0.965	0.896	0.928	0.832	0.898
CSFlow	Image AUC	1.000	0.990	0.989	0.939	0.983	0.998	0.996	0.992	1.000	0.983	0.511	1.000	0.988	0.956	0.959	0.952
	Image AP	1.000	0.993	0.996	0.977	0.981	1.000	0.999	0.999	1.000	0.994	0.723	1.000	0.997	0.992	0.982	0.975
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
CutPaste	Image AUC	0.998	0.962	0.992	0.964	0.945	0.918	0.998	0.724	0.985	0.996	0.980	0.799	0.993	0.908	0.607	0.918
	Image AP	0.999	0.975	0.997	0.988	0.928	0.971	0.999	0.933	0.996	0.999	0.979	0.882	0.999	0.983	0.849	0.965
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DRAEM	Image AUC	0.969	0.934	0.961	0.963	1.000	1.000	1.000	0.994	0.968	0.992	1.000	0.997	0.942	0.992	0.997	0.981
	Image AP	0.986	0.958	0.992	0.988	1.000	1.000	1.000	0.999	0.994	0.997	1.000	0.999	0.935	0.997	0.999	0.990
	Pixel AUC	0.993	0.954	0.940	0.962	0.996	0.995	0.989	0.987	0.976	0.997	0.995	0.981	0.900	0.972	0.986	0.975
	Pixel AP	0.897	0.624	0.427	0.638	0.553	0.877	0.690	0.914	0.459	0.705	0.969	0.533	0.513	0.808	0.719	0.689
	Pixel PRO	0.964	0.754	0.904	0.920	0.978	0.975	0.968	0.932	0.881	0.970	0.974	0.899	0.810	0.928	0.954	0.921
FastFlow	Image AUC	1.000	0.912	0.992	0.875	0.881	0.988	0.961	0.908	0.980	0.978	0.632	1.000	0.881	0.908	0.675	0.905
	Image AP	1.000	0.943	0.997	0.945	0.867	0.996	0.987	0.976	0.995	0.993	0.701	1.000	0.968	0.982	0.823	0.945
	Pixel AUC	0.980	0.935	0.930	0.961	0.959	0.927	0.975	0.974	0.989	0.981	0.923	0.994	0.927	0.943	0.934	0.955
	Pixel AP	0.688	0.276	0.418	0.205	0.539	0.455	0.351	0.276	0.633	0.311	0.259	0.525	0.609	0.378	0.045	0.398
	Pixel PRO	0.919	0.808	0.767	0.842	0.838	0.890	0.910	0.866	0.946	0.915	0.818	0.980	0.731	0.851	0.756	0.856
FAVAE	Image AUC	0.971	0.898	0.704	0.503	0.884	0.965	0.814	0.532	0.920	0.739	0.949	0.956	0.862	0.546	0.657	0.793
	Image AP	0.992	0.938	0.875	0.762	0.888	0.989	0.928	0.847	0.975	0.901	0.975	0.986	0.965	0.883	0.790	0.913
	Pixel AUC	0.958	0.946	0.658	0.828	0.944	0.890	0.949	0.966	0.969	0.500	0.977	0.986	0.945	0.868	0.948	0.889
	Pixel AP	0.654	0.322	0.142	0.044	0.484	0.315	0.274	0.155	0.498	0.010	0.517	0.361	0.663	0.135	0.027	0.307
	Pixel PRO	0.874	0.803	0.446	0.504	0.837	0.821	0.830	0.864	0.858	0.178	0.828	0.966	0.845	0.767	0.817	0.749
PaDiM	Image AUC	0.994	0.850	0.949	0.889	0.904	0.991	0.843	0.876	0.981	0.922	0.865	1.000	0.941	0.808	0.809	0.908
	Image AP	0.998	0.907	0.981	0.954	0.879	0.997	0.934	0.959	0.994	0.972	0.900	1.000	0.983	0.952	0.908	0.954
	Pixel AUC	0.984	0.954	0.906	0.989	0.965	0.930	0.981	0.985	0.988	0.945	0.978	0.992	0.966	0.957	0.978	0.966
	Pixel AP	0.730	0.343	0.334	0.497	0.580	0.374	0.452	0.394	0.602	0.249	0.517	0.406	0.713	0.423	0.166	0.452
	Pixel PRO	0.950	0.883	0.753	0.929	0.908	0.901	0.935	0.936	0.956	0.867	0.936	0.975	0.921	0.928	0.919	0.913
PatchCore	Image AUC	1.000	0.997	0.979	0.988	0.979	1.000	1.000	0.999	0.967	0.988	0.995	1.000	0.999	0.991	0.995	0.992
	Image AP	1.000	0.998	0.995	0.997	0.994	1.000	1.000	1.000	0.994	0.996	0.998	1.000	0.998	0.997	0.999	0.998
	Pixel AUC	0.988	0.988	0.992	0.992	0.990	0.990	0.994	0.987	0.983	0.996	0.964	0.988	0.961	0.949	0.990	0.994
	Pixel AP	0.768	0.653	0.442	0.627	0.325	0.537	0.456	0.870	0.777	0.354	0.546	0.372	0.610	0.477	0.595	0.561
	Pixel PRO	0.957	0.945	0.958	0.949	0.939	0.958	0.974	0.954	0.945	0.964	0.906	0.918	0.906	0.914	0.961	0.943
RD4AD	Image AUC	0.999	0.970	0.982	0.987	1.000	1.000	1.000	1.000	0.968	0.978	0.993	0.997	0.968	0.992	0.980	0.986
	Image AP	1.000	0.982	0.996	0.996	1.000	1.000	1.000	1.000	0.995	0.992	0.997	0.999	0.973	0.998	0.994	0.995
	Pixel AUC	0.988	0.970	0.986	0.989	0.993	0.990	0.994	0.973	0.982	0.996	0.957	0.991	0.930	0.954	0.982	0.978
	Pixel AP	0.787	0.527	0.451	0.574	0.492	0.621	0.482	0.791	0.784	0.536	0.532	0.518	0.549	0.482	0.571	0.580
	Pixel PRO	0.968	0.906	0.959	0.970	0.976	0.955	0.991	0.924	0.964	0.978	0.906	0.945	0.794	0.909	0.955	0.939
SPADE	Image AUC	0.994	0.862	0.973	0.950	0.913	0.887	0.949	0.834	0.784	0.474	0.971	0.905	0.859	0.722	0.733	0.854
	Image AP	0.998	0.913	0.990	0.980	0.900	0.969	0.985	0.962	0.928	0.748	0.987	0.969	0.962	0.930	0.880	0.940
	Pixel AUC	0.971	0.916	0.858	0.992	0.846	0.925	0.983	0.987	0.975	0.976	0.989	0.992	0.971	0.951	0.994	0.955
	Pixel AP	0.699	0.234	0.265	0.573	0.321	0.418	0.531	0.438	0.518	0.236	0.662	0.482	0.793	0.452	0.437	0.471
	Pixel PRO	0.935	0.793	0.648	0.947	0.719	0.902	0.933	0.955	0.913	0.920	0.958	0.975	0.927	0.929	0.964	0.895
STPM	Image AUC	1.000	0.748	0.944	0.925	0.774	0.956	0.953	0.940	0.930	0.976	0.990	1.000	0.972	0.963	0.785	0.924
	Image AP	1.000	0.835	0.952	0.966	0.770	0.987	0.984	0.984	0.980	0.991	0.995	1.000	0.994	0.993	0.923	0.957
	Pixel AUC	0.983	0.884	0.969	0.988	0.765	0.878	0.986	0.980	0.987	0.989	0.984	0.994	0.955	0.988	0.976	0.954
	Pixel AP	0.732	0.327	0.706	0.470	0.299	0.400	0.546	0.363	0.669	0.452	0.596	0.491	0.701	0.801	0.220	0.518
	Pixel PRO	0.947	0.583	0.878	0.914	0.602	0.779	0.952	0.947	0.942	0.961	0.945	0.980	0.898	0.960	0.903	0.879

The results with 0.05 noise ratio on MVTec AD

Noisy 0.05	MVTec AD	Bottle	cable	capsule	carpet	grid	hazelnut	leather	metal_nut	pill	screw	tile	toothbrush	transistor	wood	zipper	average
CFA	Image AUC	0.998	0.994	0.997	0.944	0.990	0.988	0.947	0.947	0.980	0.971	0.998	1.000	0.982	0.970	0.833	0.969
	Image AP	0.999	0.997	0.999	0.974	0.987	0.996	0.981	0.990	0.994	0.990	0.999	1.000	0.995	0.994	0.932	0.989
	Pixel AUC	0.980	0.984	0.908	0.985	0.967	0.941	0.933	0.951	0.981	0.959	0.978	0.993	0.827	0.962	0.939	0.952
	Pixel AP	0.704	0.696	0.326	0.507	0.676	0.492	0.479	0.435	0.495	0.218	0.583	0.454	0.441	0.780	0.230	0.501
	Pixel PRO	0.920	0.919	0.727	0.854	0.923	0.865	0.823	0.825	0.916	0.875	0.919	0.970	0.829	0.915	0.791	0.871
CSFlow	Image AUC	0.992	0.992	0.965	0.926	0.988	0.944	0.986	0.969	0.990	0.844	0.773	0.995	0.830	0.951	0.934	0.939
	Image AP	0.998	0.995	0.988	0.972	0.986	0.983	0.996	0.994	0.997	0.923	0.875	0.998	0.954	0.991	0.969	0.975
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
CutPaste	Image AUC	1.000	0.963	0.969	0.778	0.945	0.918	0.983	0.667	0.436	0.981	0.972	0.865	0.991	0.896	0.598	0.864
	Image AP	1.000	0.981	0.980	0.895	0.936	0.973	0.994	0.922	0.782	0.994	0.987	0.937	0.998	0.980	0.797	0.944
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DRAEM	Image AUC	0.962	0.811	0.939	0.894	0.996	0.994	1.000	0.950	0.902	0.968	0.998	0.991	0.919	0.982	1.000	0.954
	Image AP	0.978	0.884	0.986	0.958	0.998	0.996	1.000	0.987	0.974	0.974	0.999	0.996	0.889	0.993	1.000	0.974
	Pixel AUC	0.949	0.837	0.948	0.943	0.988	0.986	0.973	0.781	0.973	0.980	0.932	0.992	0.838	0.930	0.976	0.935
	Pixel AP	0.710	0.251	0.421	0.483	0.300	0.679	0.527	0.342	0.425	0.529	0.718	0.671	0.408	0.597	0.660	0.515
	Pixel PRO	0.864	0.692	0.859	0.882	0.949	0.965	0.939	0.820	0.821	0.917	0.868	0.931	0.740	0.852	0.937	0.869
FastFlow	Image AUC	0.999	0.848	0.983	0.880	0.888	0.980	0.945	0.928	0.980	0.964	0.485	0.999	0.802	0.877	0.716	0.885
	Image AP	1.000	0.910	0.993	0.936	0.870	0.992	0.979	0.984	0.994	0.986	0.680	1.000	0.935	0.976	0.848	0.939
	Pixel AUC	0.972	0.905	0.898	0.978	0.948	0.937	0.970	0.976	0.986	0.964	0.949	0.993	0.845	0.936	0.934	0.946
	Pixel AP	0.617	0.213	0.336	0.354	0.481	0.501	0.335	0.272	0.608	0.247	0.259	0.458	0.371	0.346	0.054	0.363
	Pixel PRO	0.898	0.752	0.704	0.873	0.821	0.899	0.899	0.883	0.936	0.875	0.833	0.977	0.673	0.815	0.755	0.839
FAVAE	Image AUC	0.234	0.860	0.741	0.784	0.881	0.975	0.848	0.577	0.945	0.657	0.932	0.961	0.817	0.534	0.769	0.768
	Image AP	0.670	0.919	0.892	0.898	0.894	0.992	0.935	0.875	0.982	0.829	0.968	0.986	0.945	0.886	0.912	0.905
	Pixel AUC	0.920	0.951	0.695	0.959	0.945	0.894	0.964	0.973	0.972	0.385	0.975	0.988	0.932	0.880	0.976	0.894
	Pixel AP	0.298	0.407	0.158	0.415	0.515	0.329	0.335	0.231	0.503	0.005	0.515	0.372	0.610	0.149	0.193	0.336
	Pixel PRO	0.754	0.800	0.478	0.801	0.846	0.822	0.872	0.876	0.860	0.069	0.810	0.968	0.818	0.787	0.905	0.764
IGD	Image AUC	0.995	0.769	0.912	0.852	0.877	0.919	0.923	0.527	0.783	0.436	0.956	0.864	0.868	0.778	0.612	0.805
	Image AP	0.998	0.827	0.968	0.924	0.866	0.976	0.978	0.869	0.933	0.679	0.979	0.953	0.965	0.955	0.796	0.911
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
PaDiM	Image AUC	0.996	0.863	0.935	0.852	0.894	0.998	0.879	0.839	0.980	0.866	0.740	1.000	0.973	0.813	0.727	0.890
	Image AP	0.999	0.924	0.975	0.924	0.879	0.999	0.945	0.942	0.994	0.943	0.805	1.000	0.992	0.958	0.860	0.942
	Pixel AUC	0.983	0.962	0.913	0.988	0.962	0.945	0.982	0.983	0.990	0.933	0.982	0.994	0.951	0.955	0.977	0.967
	Pixel AP	0.736	0.401	0.397	0.445	0.582	0.449	0.474	0.378	0.614	0.250	0.539	0.472	0.628	0.498	0.152	0.468
	Pixel PRO	0.949	0.897	0.773	0.931	0.874	0.924	0.939	0.931	0.962	0.858	0.933	0.978	0.919	0.933	0.918	0.915
PatchCore	Image AUC	1.000	0.998	0.974	0.998	0.977	1.000	1.000	0.999	0.956	0.979	0.995	1.000	0.996	0.984	0.988	0.990
	Image AP	1.000	0.998	0.993	0.999	0.993	1.000	1.000	1.000	0.991	0.992	0.998	1.000	0.993	0.993	0.996	0.996
	Pixel AUC	0.983	0.912	0.986	0.991	0.990	0.987	0.991	0.939	0.909	0.995	0.953	0.986	0.954	0.969	0.988	0.969
	Pixel AP	0.727	0.429	0.430	0.551	0.317	0.500	0.368	0.739	0.681	0.355	0.551	0.413	0.664	0.565	0.613	0.527
	Pixel PRO	0.947	0.889	0.946	0.953	0.939	0.945	0.966	0.922	0.926	0.963	0.811	0.902	0.877	0.892	0.952	0.922
RD4AD	Image AUC	1.000	0.973	1.000	0.997	0.967	0.994	0.982	0.979	0.989	1.000	1.000	1.000	0.994	0.981	0.977	0.989
	Image AP	1.000	0.985	1.000	0.999	0.970	0.998	0.994	0.996	0.997	1.000	1.000	1.000	0.999	0.997	0.992	0.995
	Pixel AUC	0.988	0.972	0.961	0.992	0.904	0.961	0.982	0.986	0.991	0.994	0.991	0.996	0.907	0.986	0.996	0.974
	Pixel AP	0.785	0.552	0.540	0.550	0.557	0.551	0.609	0.452	0.591	0.534	0.663	0.537	0.545	0.819	0.508	0.586
	Pixel PRO	0.960	0.899	0.874	0.937	0.808	0.915	0.948	0.950	0.959	0.973	0.959	0.980	0.913	0.965	0.973	0.934
SPADE	Image AUC	0.994	0.862	0.968	0.944	0.912	0.915	0.955	0.813	0.812	0.461	0.974	0.897	0.858	0.716	0.731	0.854
	Image AP	0.998	0.921	0.988	0.975	0.899	0.975	0.986	0.960	0.940	0.697	0.989	0.962	0.956	0.931	0.882	0.937
	Pixel AUC	0.970	0.916	0.846	0.991	0.838	0.931	0.982	0.987	0.975	0.975	0.988	0.994	0.838	0.951	0.994	0.945
	Pixel AP	0.701	0.238	0.248	0.573	0.344	0.460	0.514	0.447	0.529	0.222	0.658	0.566	0.395	0.461	0.434	0.453
	Pixel PRO	0.934	0.792	0.631	0.945	0.745	0.909	0.933	0.955	0.916	0.924	0.956	0.977	0.857	0.930	0.964	0.891
STPM	Image AUC	1.000	0.745	0.933	0.877	0.786	0.991	0.947	0.919	0.947	0.914	0.942	0.972	0.927	0.957	0.780	0.909
	Image AP	1.000	0.863	0.935	0.938	0.759	0.997	0.981	0.981	0.984	0.967	0.975	0.990	0.981	0.992	0.906	0.950
	Pixel AUC	0.980	0.882	0.965	0.988	0.794	0.881	0.979	0.981	0.987	0.984	0.867	0.995	0.866	0.986	0.978	0.941
	Pixel AP	0.705	0.484	0.640	0.479	0.318	0.448	0.521	0.369	0.693	0.426	0.423	0.519	0.409	0.799	0.198	0.495
	Pixel PRO	0.946	0.542	0.880	0.914	0.618	0.824	0.939	0.950	0.944	0.946	0.728	0.979	0.836	0.955	0.907	0.860

The results with 0.1 noise ratio on MVTec AD

Noisy 0.1	MVTec AD	Bottle	cable	capsule	carpet	grid	hazelnut	leather	metal_nut	pill	screw	tile	toothbrush	transistor	wood	zipper	average
CFA	Image AUC	0.996	0.979	0.988	0.944	0.994	0.992	0.926	0.921	0.951	0.916	0.992	1.000	0.984	0.965	0.881	0.962
	Image AP	0.999	0.989	0.996	0.971	0.992	0.998	0.972	0.981	0.984	0.964	0.996	1.000	0.996	0.995	0.960	0.986
	Pixel AUC	0.976	0.962	0.889	0.985	0.981	0.926	0.872	0.914	0.967	0.942	0.973	0.995	0.820	0.909	0.943	0.937
	Pixel AP	0.684	0.590	0.296	0.492	0.725	0.424	0.374	0.370	0.375	0.239	0.546	0.552	0.434	0.607	0.178	0.459
	Pixel PRO	0.922	0.868	0.689	0.844	0.926	0.824	0.729	0.748	0.879	0.827	0.884	0.967	0.819	0.891	0.805	0.841
CSFlow	Image AUC	0.989	0.964	0.960	0.962	0.587	0.992	0.972	0.946	0.982	0.815	0.965	1.000	0.850	0.475	0.945	0.894
	Image AP	0.996	0.975	0.985	0.983	0.626	0.998	0.992	0.987	0.994	0.899	0.982	1.000	0.960	0.873	0.978	0.949
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
CutPaste	Image AUC	0.999	0.967	0.992	0.924	0.911	0.847	0.955	0.693	0.961	0.977	0.965	0.849	0.991	0.865	0.602	0.900
	Image AP	1.000	0.981	0.997	0.970	0.886	0.948	0.988	0.898	0.987	0.991	0.984	0.932	0.998	0.977	0.794	0.955
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DRAEM	Image AUC	0.955	0.691	0.917	0.828	0.988	0.945	1.000	0.855	0.944	0.951	0.935	0.969	0.902	0.883	0.921	0.912
	Image AP	0.964	0.778	0.978	0.911	0.993	0.932	1.000	0.954	0.988	0.979	0.966	0.989	0.832	0.939	0.972	0.945
	Pixel AUC	0.954	0.776	0.907	0.882	0.981	0.956	0.989	0.584	0.948	0.982	0.885	0.994	0.786	0.929	0.923	0.898
	Pixel AP	0.695	0.205	0.408	0.313	0.216	0.527	0.518	0.208	0.490	0.575	0.559	0.728	0.329	0.554	0.279	0.440
	Pixel PRO	0.852	0.549	0.844	0.787	0.938	0.925	0.967	0.740	0.872	0.924	0.732	0.925	0.689	0.821	0.798	0.824
FastFlow	Image AUC	0.985	0.831	0.978	0.823	0.942	0.924	0.920	0.897	0.959	0.933	0.433	0.985	0.859	0.898	0.643	0.867
	Image AP	0.995	0.900	0.993	0.881	0.900	0.972	0.966	0.968	0.986	0.974	0.604	0.994	0.958	0.979	0.832	0.927
	Pixel AUC	0.965	0.905	0.878	0.971	0.970	0.939	0.965	0.970	0.984	0.977	0.886	0.993	0.870	0.925	0.884	0.939
	Pixel AP	0.546	0.216	0.288	0.325	0.602	0.488	0.292	0.244	0.546	0.322	0.142	0.443	0.428	0.349	0.029	0.351
	Pixel PRO	0.876	0.756	0.670	0.868	0.879	0.887	0.882	0.853	0.934	0.925	0.703	0.976	0.718	0.809	0.631	0.824
FAVAE	Image AUC	0.993	0.874	0.715	0.538	0.915	0.957	0.794	0.546	0.938	0.746	0.913	0.981	0.894	0.496	0.718	0.801
	Image AP	0.997	0.920	0.880	0.726	0.913	0.989	0.915	0.833	0.978	0.868	0.964	0.993	0.970	0.887	0.876	0.914
	Pixel AUC	0.982	0.938	0.657	0.913	0.951	0.891	0.953	0.968	0.971	0.559	0.966	0.989	0.948	0.883	0.977	0.903
	Pixel AP	0.733	0.280	0.150	0.140	0.500	0.320	0.279	0.173	0.469	0.014	0.495	0.374	0.659	0.152	0.118	0.324
	Pixel PRO	0.936	0.758	0.461	0.695	0.859	0.800	0.841	0.864	0.845	0.242	0.758	0.970	0.871	0.785	0.908	0.773
IGD	Image AUC	0.993	0.778	0.875	0.858	0.853	0.923	0.886	0.574	0.795	0.402	0.922	0.870	0.881	0.818	0.583	0.801
	Image AP	0.997	0.824	0.957	0.916	0.817	0.980	0.967	0.859	0.933	0.656	0.962	0.956	0.967	0.966	0.788	0.903
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
PaDiM	Image AUC	0.995	0.842	0.952	0.920	0.903	0.977	0.866	0.847	0.980	0.916	0.870	1.000	0.962	0.792	0.787	0.907
	Image AP	0.998	0.903	0.975	0.959	0.899	0.994	0.942	0.940	0.993	0.960	0.921	1.000	0.990	0.959	0.911	0.956
	Pixel AUC	0.985	0.947	0.898	0.990	0.966	0.915	0.978	0.982	0.989	0.941	0.980	0.991	0.941	0.956	0.978	0.962
	Pixel AP	0.740	0.342	0.362	0.492	0.626	0.359	0.393	0.350	0.556	0.227	0.531	0.384	0.602	0.485	0.141	0.439
	Pixel PRO	0.953	0.873	0.722	0.931	0.889	0.899	0.929	0.922	0.958	0.841	0.921	0.975	0.882	0.926	0.921	0.903
PatchCore	Image AUC	1.000	0.982	0.966	0.999	1.000	1.000	1.000	0.994	0.957	0.970	0.999	0.997	0.959	0.975	0.988	0.986
	Image AP	1.000	0.988	0.991	1.000	1.000	1.000	1.000	0.998	0.990	0.986	0.999	0.998	0.963	0.987	0.995	0.993
	Pixel AUC	0.983	0.793	0.991	0.991	0.990	0.994	0.991	0.838	0.961	0.995	0.939	0.989	0.881	0.952	0.987	0.952
	Pixel AP	0.695	0.313	0.510	0.570	0.312	0.658	0.436	0.498	0.471	0.357	0.401	0.437	0.595	0.458	0.564	0.485
	Pixel PRO	0.951	0.862	0.956	0.959	0.933	0.964	0.966	0.889	0.932	0.952	0.831	0.918	0.868	0.880	0.950	0.921
RD4AD	Image AUC	1.000	0.947	0.995	0.993	0.958	0.988	0.966	0.973	0.982	1.000	1.000	1.000	0.999	0.980	0.977	0.984
	Image AP	1.000	0.973	0.998	0.997	0.959	0.997	0.988	0.993	0.994	1.000	1.000	1.000	1.000	0.997	0.993	0.992
	Pixel AUC	0.988	0.960	0.953	0.993	0.879	0.960	0.980	0.984	0.990	0.995	0.990	0.996	0.913	0.985	0.996	0.971
	Pixel AP	0.785	0.462	0.491	0.599	0.490	0.541	0.563	0.404	0.536	0.525	0.653	0.569	0.555	0.795	0.504	0.565
	Pixel PRO	0.964	0.886	0.850	0.943	0.781	0.910	0.947	0.945	0.949	0.978	0.953	0.979	0.909	0.961	0.969	0.928
SPADE	Image AUC	0.993	0.868	0.973	0.962	0.889	0.936	0.948	0.832	0.830	0.444	0.955	0.911	0.876	0.732	0.773	0.861
	Image AP	0.997	0.918	0.990	0.980	0.873	0.984	0.983	0.955	0.943	0.697	0.982	0.971	0.963	0.939	0.905	0.939
	Pixel AUC	0.973	0.863	0.834	0.992	0.833	0.928	0.980	0.985	0.973	0.982	0.987	0.994	0.830	0.947	0.994	0.940
	Pixel AP	0.706	0.201	0.238	0.558	0.312	0.443	0.494	0.395	0.472	0.217	0.656	0.566	0.376	0.394	0.439	0.431
	Pixel PRO	0.941	0.778	0.611	0.949	0.715	0.901	0.928	0.952	0.906	0.927	0.950	0.978	0.838	0.927	0.964	0.884
STPM	Image AUC	0.999	0.503	0.938	0.889	0.716	0.983	0.939	0.907	0.905	0.909	0.984	0.973	0.693	0.976	0.844	0.877
	Image AP	1.000	0.684	0.948	0.934	0.694	0.995	0.978	0.971	0.969	0.959	0.992	0.991	0.879	0.996	0.941	0.929
	Pixel AUC	0.978	0.855	0.950	0.989	0.751	0.948	0.986	0.977	0.980	0.990	0.989	0.995	0.429	0.987	0.979	0.919
	Pixel AP	0.699	0.176	0.576	0.492	0.262	0.591	0.557	0.346	0.604	0.477	0.677	0.509	0.096	0.792	0.253	0.474
	Pixel PRO	0.947	0.607	0.844	0.917	0.587	0.923	0.952	0.947	0.915	0.964	0.933	0.979	0.137	0.957	0.919	0.835

The results with 0.15 noise ratio on MVTec AD

Noisy 0.15	MVTec AD	Bottle	cable	capsule	carpet	grid	hazelnut	leather	metal_nut	pill	screw	tile	toothbrush	transistor	wood	zipper	average
CFA	Image AUC	1.000	0.981	0.992	0.935	0.982	0.964	0.892	0.934	0.939	0.869	0.983	1.000	0.966	0.931	0.872	0.949
	Image AP	1.000	0.991	0.997	0.972	0.978	0.985	0.956	0.986	0.983	0.954	0.991	1.000	0.991	0.984	0.955	0.981
	Pixel AUC	0.972	0.945	0.917	0.984	0.962	0.900	0.782	0.877	0.948	0.930	0.964	0.989	0.703	0.848	0.934	0.910
	Pixel AP	0.678	0.468	0.465	0.494	0.697	0.362	0.231	0.318	0.313	0.174	0.518	0.403	0.307	0.355	0.134	0.394
	Pixel PRO	0.916	0.845	0.762	0.838	0.905	0.766	0.602	0.704	0.826	0.786	0.872	0.957	0.776	0.858	0.765	0.812
CSFlow	Image AUC	0.995	0.820	0.820	0.978	0.971	0.981	0.962	0.914	0.947	0.914	0.796	1.000	0.795	0.829	0.835	0.904
	Image AP	0.998	0.902	0.936	0.992	0.970	0.993	0.989	0.980	0.985	0.966	0.884	1.000	0.922	0.957	0.944	0.961
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
CutPaste	Image AUC	0.993	0.965	0.978	0.839	0.871	0.825	0.972	0.723	0.391	0.972	0.929	0.945	0.955	0.887	0.523	0.851
	Image AP	0.997	0.980	0.990	0.933	0.873	0.897	0.992	0.926	0.731	0.990	0.966	0.973	0.989	0.977	0.759	0.932
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DRAEM	Image AUC	0.975	0.675	0.786	0.774	0.810	0.842	1.000	0.864	0.937	0.896	0.884	0.948	0.840	0.906	0.902	0.869
	Image AP	0.985	0.699	0.936	0.856	0.834	0.788	1.000	0.951	0.984	0.946	0.926	0.979	0.689	0.898	0.966	0.896
	Pixel AUC	0.938	0.759	0.867	0.877	0.893	0.958	0.971	0.609	0.926	0.962	0.792	0.991	0.896	0.885	0.860	0.879
	Pixel AP	0.588	0.084	0.253	0.344	0.065	0.535	0.281	0.171	0.477	0.417	0.358	0.635	0.325	0.377	0.144	0.337
	Pixel PRO	0.849	0.538	0.770	0.796	0.703	0.858	0.964	0.777	0.861	0.882	0.581	0.958	0.722	0.742	0.601	0.773
FastFlow	Image AUC	0.981	0.819	0.975	0.770	0.918	0.969	0.883	0.855	0.950	0.883	0.432	1.000	0.834	0.850	0.697	0.854
	Image AP	0.992	0.897	0.991	0.863	0.914	0.986	0.945	0.959	0.986	0.960	0.627	1.000	0.951	0.968	0.836	0.925
	Pixel AUC	0.955	0.863	0.910	0.972	0.948	0.922	0.956	0.967	0.967	0.962	0.872	0.994	0.816	0.921	0.911	0.929
	Pixel AP	0.465	0.198	0.387	0.310	0.543	0.435	0.252	0.167	0.415	0.253	0.159	0.435	0.331	0.301	0.037	0.313
	Pixel PRO	0.847	0.662	0.717	0.872	0.833	0.873	0.862	0.854	0.869	0.842	0.704	0.978	0.717	0.826	0.698	0.810
FAVAE	Image AUC	0.977	0.831	0.722	0.826	0.860	0.997	0.792	0.515	0.832	0.617	0.950	0.995	0.796	0.509	0.748	0.798
	Image AP	0.992	0.916	0.897	0.938	0.851	0.999	0.914	0.836	0.946	0.838	0.978	0.998	0.944	0.869	0.883	0.920
	Pixel AUC	0.975	0.928	0.697	0.971	0.887	0.889	0.919	0.967	0.956	0.324	0.965	0.991	0.936	0.898	0.973	0.885
	Pixel AP	0.713	0.268	0.171	0.458	0.288	0.326	0.210	0.184	0.386	0.005	0.481	0.393	0.599	0.168	0.139	0.319
	Pixel PRO	0.916	0.730	0.479	0.814	0.716	0.820	0.760	0.853	0.800	0.055	0.751	0.971	0.846	0.827	0.894	0.749
IGD	Image AUC	0.981	0.774	0.876	0.926	0.846	0.856	0.884	0.538	0.813	0.386	0.784	0.825	0.808	0.797	0.633	0.782
	Image AP	0.992	0.836	0.960	0.967	0.830	0.944	0.965	0.871	0.944	0.733	0.872	0.939	0.950	0.954	0.809	0.904
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
PaDiM	Image AUC	0.997	0.850	0.958	0.796	0.925	1.000	0.834	0.882	0.980	0.866	0.846	1.000	0.948	0.826	0.784	0.899
	Image AP	0.999	0.915	0.986	0.895	0.922	1.000	0.925	0.963	0.994	0.953	0.903	1.000	0.989	0.957	0.901	0.953
	Pixel AUC	0.988	0.946	0.921	0.990	0.965	0.938	0.980	0.982	0.988	0.939	0.978	0.994	0.933	0.952	0.974	0.964
	Pixel AP	0.767	0.341	0.420	0.467	0.633	0.398	0.410	0.331	0.567	0.335	0.532	0.479	0.578	0.431	0.128	0.454
	Pixel PRO	0.963	0.865	0.776	0.932	0.877	0.916	0.928	0.926	0.954	0.843	0.932	0.977	0.910	0.932	0.909	0.909
PatchCore	Image AUC	1.000	0.985	0.954	0.997	0.947	0.994	1.000	1.000	0.951	0.964	0.982	1.000	0.905	0.963	0.986	0.975
	Image AP	1.000	0.987	0.983	0.998	0.968	0.989	1.000	1.000	0.988	0.974	0.992	1.000	0.915	0.973	0.994	0.984
	Pixel AUC	0.983	0.829	0.983	0.993	0.994	0.993	0.993	0.899	0.909	0.994	0.954	0.992	0.797	0.968	0.986	0.951
	Pixel AP	0.676	0.333	0.359	0.611	0.259	0.531	0.480	0.668	0.711	0.301	0.577	0.494	0.462	0.460	0.577	0.500
	Pixel PRO	0.951	0.863	0.948	0.961	0.961	0.959	0.973	0.898	0.927	0.956	0.801	0.920	0.687	0.885	0.947	0.909
PatchCore neighborhood 3	Image AUC	1.000	0.972	0.960	0.992	0.947	1.000	1.000	0.995	0.955	0.958	0.982	0.996	0.98	0.966	0.983	0.979
	Image AP	1.000	0.974	0.986	0.996	0.971	1.000	1.000	0.998	0.989	0.971	0.993	0.998	0.938	0.975	0.993	0.985
	Pixel AUC	0.986	0.803	0.985	0.993	0.995	0.994	0.995	0.874	0.921	0.996	0.948	0.991	0.942	0.968	0.988	0.959
	Pixel AP	0.722	0.317	0.368	0.572	0.281	0.619	0.537	0.61	0.597	0.39	0.491	0.467	0.573	0.454	0.58	0.505
	Pixel PRO	0.959	0.831	0.950	0.962	0.970	0.944	0.975	0.891	0.919	0.957	0.81	0.942	0.883	0.899	0.954	0.923
PatchCore neighborhood 9	Image AUC	1	0.996	0.972	1	0.95	1	1	0.996	0.958	0.973	1	1	0.985	0.952	0.984	0.984
	Image AP	1	0.996	0.99	1	0.971	1	1	0.999	0.99	0.983	1	1	0.953	0.961	0.993	0.989
	Pixel AUC	0.989	0.829	0.99	0.993	0.995	0.993	0.995	0.809	0.774	0.995	0.954	0.99	0.532	0.959	0.988	0.919
	Pixel AP	0.861	0.313	0.463	0.566	0.466	0.451	0.53	0.407	0.253	0.367	0.516	0.477	0.125	0.597	0.582	0.465
	Pixel PRO	0.962	0.881	0.948	0.965	0.95	0.937	0.972	0.886	0.92	0.961	0.855	0.912	0.673	0.898	0.95	0.911
RD4AD	Image AUC	1.000	0.932	0.999	0.996	0.983	0.983	0.964	0.984	0.973	0.859	1.000	1.000	0.991	0.977	0.985	0.975
	Image AP	1.000	0.969	1.000	0.998	0.985	0.993	0.988	0.997	0.992	0.899	1.000	1.000	0.998	0.996	0.995	0.987
	Pixel AUC	0.991	0.896	0.964	0.993	0.894	0.951	0.979	0.982	0.987	0.988	0.990	0.996	0.878	0.984	0.996	0.965
	Pixel AP	0.815	0.350	0.603	0.570	0.555	0.475	0.524	0.402	0.467	0.293	0.675	0.561	0.450	0.764	0.482	0.532
	Pixel PRO	0.970	0.836	0.885	0.939	0.798	0.904	0.945	0.951	0.940	0.962	0.957	0.980	0.898	0.963	0.968	0.926
SPADE	Image AUC	0.993	0.872	0.978	0.974	0.877	0.903	0.939	0.836	0.842	0.448	0.951	0.910	0.819	0.715	0.766	0.855
	Image AP	0.997	0.929	0.992	0.989	0.870	0.968	0.980	0.962	0.952	0.753	0.980	0.969	0.938	0.928	0.896	0.940
	Pixel AUC	0.978	0.755	0.846	0.993	0.823	0.913	0.977	0.978	0.969	0.976	0.985	0.994	0.793	0.926	0.993	0.926
	Pixel AP	0.717	0.205	0.262	0.581	0.349	0.418	0.441	0.361	0.429	0.205	0.629	0.586	0.313	0.269	0.392	0.410
	Pixel PRO	0.950	0.748	0.599	0.949	0.725	0.899	0.925	0.947	0.895	0.921	0.946	0.979	0.842	0.924	0.961	0.881
STPM	Image AUC	1.000	0.471	0.969	0.883	0.786	0.994	0.923	0.941	0.921	0.917	0.968	0.997	0.903	0.961	0.742	0.892
	Image AP	1.000	0.639	0.989	0.940	0.787	0.998	0.968	0.987	0.976	0.974	0.987	0.999	0.974	0.992	0.857	0.938
	Pixel AUC	0.981	0.761	0.966	0.990	0.783	0.935	0.980	0.958	0.975	0.988	0.985	0.985	0.860	0.987	0.923	0.937
	Pixel AP	0.711	0.113	0.679	0.458	0.336	0.521	0.492	0.320	0.579	0.477	0.632	0.394	0.385	0.763	0.119	0.465
	Pixel PRO	0.953	0.313	0.876	0.918	0.601	0.908	0.936	0.902	0.910	0.951	0.945	0.951	0.842	0.961	0.713	0.845

The results with 0.2 noise ratio on MVTec AD

Noisy 0.2	MVTec AD	Bottle	cable	capsule	carpet	grid	hazelnut	leather	metal_nut	pill	screw	tile	toothbrush	transistor	wood	zipper	average
CFA	Image AUC	1.000	0.969	0.987	0.925	0.984	0.968	0.891	0.905	0.966	0.854	0.995	1.000	0.972	0.956	0.822	0.946
	Image AP	1.000	0.986	0.995	0.963	0.980	0.992	0.958	0.978	0.993	0.946	0.997	1.000	0.994	0.992	0.934	0.981
	Pixel AUC	0.968	0.919	0.895	0.984	0.959	0.888	0.780	0.911	0.957	0.923	0.965	0.989	0.719	0.800	0.932	0.906
	Pixel AP	0.681	0.444	0.355	0.502	0.693	0.380	0.231	0.405	0.331	0.168	0.538	0.355	0.327	0.307	0.153	0.391
	Pixel PRO	0.905	0.808	0.774	0.820	0.895	0.753	0.613	0.706	0.835	0.736	0.870	0.966	0.755	0.871	0.785	0.806
CSFlow	Image AUC	0.745	0.761	0.940	0.945	0.918	0.963	0.923	0.915	0.880	0.754	0.683	0.965	0.915	0.908	0.898	0.874
	Image AP	0.854	0.878	0.967	0.976	0.922	0.991	0.979	0.979	0.976	0.867	0.783	0.983	0.982	0.981	0.966	0.939
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
CutPaste	Image AUC	1.000	0.978	0.985	0.980	0.930	0.889	0.991	0.698	0.935	0.969	0.945	0.874	0.975	0.873	0.576	0.907
	Image AP	1.000	0.990	0.993	0.991	0.915	0.975	0.998	0.917	0.982	0.989	0.973	0.907	0.995	0.975	0.796	0.960
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DRAEM	Image AUC	0.923	0.743	0.848	0.789	0.984	0.908	0.998	0.819	0.878	0.979	0.906	0.981	0.918	0.856	0.922	0.897
	Image AP	0.909	0.733	0.951	0.857	0.981	0.833	0.998	0.926	0.965	0.986	0.914	0.989	0.784	0.860	0.947	0.909
	Pixel AUC	0.891	0.839	0.867	0.909	0.990	0.933	0.974	0.643	0.697	0.987	0.841	0.992	0.898	0.879	0.935	0.885
	Pixel AP	0.488	0.142	0.248	0.230	0.144	0.414	0.410	0.207	0.260	0.543	0.402	0.578	0.310	0.346	0.287	0.334
	Pixel PRO	0.796	0.633	0.749	0.794	0.957	0.877	0.957	0.778	0.738	0.950	0.684	0.958	0.766	0.770	0.822	0.815
FastFlow	Image AUC	0.972	0.835	0.955	0.740	0.868	0.958	0.900	0.843	0.975	0.942	0.534	0.999	0.854	0.866	0.582	0.855
	Image AP	0.987	0.916	0.981	0.814	0.873	0.989	0.957	0.947	0.995	0.979	0.666	1.000	0.953	0.971	0.786	0.921
	Pixel AUC	0.959	0.885	0.908	0.978	0.952	0.915	0.948	0.970	0.964	0.974	0.888	0.992	0.786	0.887	0.899	0.927
	Pixel AP	0.473	0.211	0.319	0.344	0.557	0.440	0.232	0.228	0.427	0.314	0.169	0.399	0.294	0.232	0.030	0.311
	Pixel PRO	0.838	0.713	0.720	0.877	0.815	0.836	0.844	0.852	0.888	0.896	0.674	0.974	0.654	0.802	0.687	0.805
FAVAE	Image AUC	0.982	0.867	0.751	0.740	0.892	0.958	0.748	0.581	0.936	0.642	0.913	0.988	0.877	0.535	0.802	0.814
	Image AP	0.992	0.937	0.888	0.881	0.916	0.989	0.920	0.850	0.985	0.846	0.959	0.995	0.969	0.884	0.932	0.930
	Pixel AUC	0.982	0.927	0.725	0.951	0.949	0.869	0.934	0.967	0.967	0.559	0.950	0.993	0.925	0.880	0.979	0.904
	Pixel AP	0.773	0.274	0.150	0.322	0.545	0.327	0.229	0.196	0.418	0.013	0.419	0.400	0.565	0.142	0.240	0.334
	Pixel PRO	0.929	0.749	0.505	0.759	0.852	0.788	0.776	0.832	0.822	0.262	0.706	0.974	0.825	0.785	0.918	0.765
IGD	Image AUC	0.977	0.760	0.848	0.885	0.852	0.878	0.914	0.533	0.878	0.300	0.860	0.845	0.909	0.794	0.612	0.790
	Image AP	0.990	0.837	0.938	0.943	0.842	0.968	0.978	0.854	0.975	0.675	0.912	0.937	0.979	0.944	0.785	0.904
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
PaDiM	Image AUC	0.992	0.894	0.969	0.860	0.894	0.984	0.876	0.810	0.984	0.885	0.865	1.000	0.956	0.838	0.786	0.906
	Image AP	0.996	0.949	0.986	0.923	0.890	0.996	0.952	0.935	0.997	0.958	0.914	1.000	0.987	0.963	0.916	0.957
	Pixel AUC	0.988	0.952	0.918	0.989	0.968	0.916	0.979	0.983	0.987	0.946	0.982	0.995	0.930	0.955	0.978	0.964
	Pixel AP	0.781	0.420	0.367	0.449	0.670	0.418	0.403	0.400	0.500	0.313	0.623	0.503	0.570	0.452	0.215	0.472
	Pixel PRO	0.959	0.892	0.814	0.931	0.891	0.885	0.932	0.922	0.953	0.879	0.927	0.979	0.899	0.940	0.925	0.915
PatchCore	Image AUC	1.000	0.964	0.974	0.999	0.933	1.000	0.998	0.998	0.925	0.978	0.975	1.000	1.000	0.972	0.982	0.980
	Image AP	1.000	0.966	0.990	0.999	0.961	1.000	0.998	0.999	0.979	0.982	0.987	1.000	1.000	0.972	0.991	0.988
	Pixel AUC	0.983	0.767	0.987	0.991	0.997	0.991	0.994	0.834	0.823	0.995	0.956	0.990	0.959	0.943	0.987	0.946
	Pixel AP	0.771	0.259	0.380	0.455	0.523	0.513	0.511	0.503	0.406	0.302	0.596	0.466	0.566	0.379	0.548	0.479
	Pixel PRO	0.951	0.857	0.948	0.966	0.979	0.975	0.974	0.853	0.902	0.971	0.801	0.937	0.874	0.878	0.950	0.921
RD4AD	Image AUC	1.000	0.921	0.997	0.995	0.969	0.979	0.959	0.971	0.991	1.000	1.000	1.000	0.984	0.991	0.995	0.983
	Image AP	1.000	0.963	0.999	0.998	0.968	0.994	0.987	0.993	0.998	1.000	1.000	1.000	0.997	0.998	0.998	0.993
	Pixel AUC	0.990	0.888	0.969	0.993	0.897	0.957	0.978	0.986	0.989	0.994	0.992	0.996	0.861	0.982	0.996	0.964
	Pixel AP	0.822	0.364	0.569	0.600	0.563	0.555	0.525	0.434	0.509	0.534	0.696	0.559	0.437	0.763	0.514	0.563
	Pixel PRO	0.969	0.822	0.914	0.938	0.794	0.909	0.939	0.948	0.945	0.972	0.951	0.981	0.882	0.967	0.972	0.927
SPADE	Image AUC	0.990	0.877	0.976	0.935	0.869	0.873	0.962	0.846	0.893	0.377	0.952	0.912	0.926	0.797	0.707	0.859
	Image AP	0.995	0.937	0.991	0.967	0.862	0.969	0.991	0.962	0.976	0.684	0.979	0.963	0.984	0.946	0.877	0.939
	Pixel AUC	0.977	0.733	0.850	0.992	0.830	0.910	0.979	0.986	0.973	0.974	0.987	0.993	0.786	0.890	0.994	0.923
	Pixel AP	0.741	0.224	0.221	0.570	0.366	0.442	0.462	0.443	0.456	0.199	0.664	0.549	0.317	0.250	0.428	0.422
	Pixel PRO	0.947	0.749	0.648	0.947	0.716	0.876	0.930	0.952	0.901	0.905	0.948	0.976	0.823	0.932	0.967	0.881
STPM	Image AUC	1.000	0.751	0.936	0.870	0.774	0.984	0.931	0.938	0.895	0.927	0.981	0.998	0.903	0.963	0.879	0.915
	Image AP	1.000	0.873	0.948	0.930	0.764	0.996	0.975	0.983	0.977	0.975	0.992	0.999	0.979	0.993	0.953	0.956
	Pixel AUC	0.980	0.867	0.967	0.988	0.788	0.911	0.984	0.983	0.980	0.981	0.938	0.995	0.835	0.987	0.984	0.944
	Pixel AP	0.726	0.413	0.673	0.489	0.349	0.514	0.509	0.369	0.610	0.466	0.560	0.532	0.357	0.733	0.254	0.504
	Pixel PRO	0.950	0.535	0.883	0.918	0.597	0.858	0.948	0.947	0.916	0.948	0.793	0.979	0.798	0.965	0.932	0.864

The performance of continual setting on MVTec AD

Continual	MVTec AD	Bottle	cable	capsule	carpet	grid	hazelnut	leather	metal_nut	pill	screw	tile	toothbrush	transistor	wood	zipper	average
CFA	Image AUC	0.310	0.763	0.519	0.320	0.923	0.984	0.489	0.275	0.834	0.571	0.903	0.935	0.464	0.528	0.528	0.623
	Image AP	0.674	0.904	0.765	0.353	0.974	0.995	0.652	0.753	0.948	0.764	0.940	0.981	0.853	0.888	0.756	0.813
	Pixel AUC	0.613	0.600	0.850	0.534	0.747	0.982	0.653	0.885	0.864	0.282	0.920	0.965	0.783	0.717	0.914	0.754
	Pixel AP	0.068	0.155	0.054	0.056	0.281	0.573	0.056	0.050	0.271	0.004	0.341	0.393	0.255	0.080	0.015	0.177
	Pixel PRO	0.225	0.377	0.617	0.208	0.652	0.932	0.340	0.700	0.693	0.024	0.814	0.907	0.243	0.597	0.704	0.535
CSFlow	Image AUC	0.129	0.697	0.569	0.432	0.802	0.997	0.420	0.363	0.978	0.602	0.269	0.906	0.220	0.263	0.434	0.539
	Image AP	0.624	0.888	0.784	0.369	0.939	0.999	0.641	0.800	0.994	0.774	0.500	0.969	0.681	0.775	0.708	0.763
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
CutPaste	Image AUC	0.111	0.112	0.158	0.340	0.150	0.776	0.422	0.373	0.198	0.214	0.578	0.008	0.517	0.371	0.356	0.312
	Image AP	0.601	0.552	0.553	0.318	0.594	0.890	0.607	0.785	0.606	0.598	0.732	0.534	0.855	0.827	0.701	0.650
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DRAEM	Image AUC	0.793	0.411	0.517	0.537	0.799	0.524	0.480	0.422	0.452	1.000	0.548	0.625	0.307	0.517	0.996	0.595
	Image AP	0.924	0.592	0.827	0.751	0.906	0.675	0.811	0.794	0.828	1.000	0.814	0.832	0.300	0.752	0.999	0.787
	Pixel AUC	0.741	0.288	0.794	0.566	0.447	0.715	0.538	0.570	0.643	0.389	0.646	0.712	0.435	0.390	0.987	0.591
	Pixel AP	0.117	0.019	0.044	0.018	0.005	0.036	0.013	0.142	0.104	0.002	0.130	0.039	0.040	0.033	0.734	0.098
	Pixel PRO	0.316	0.069	0.579	0.199	0.066	0.314	0.257	0.214	0.370	0.000	0.242	0.305	0.057	0.135	0.943	0.271
FastFlow	Image AUC	0.454	0.489	0.267	0.526	0.616	0.867	0.512	0.517	0.489	0.482	0.522	0.487	0.476	0.575	0.402	0.512
	Image AP	0.748	0.713	0.592	0.413	0.805	0.939	0.643	0.822	0.757	0.723	0.648	0.736	0.827	0.893	0.710	0.731
	Pixel AUC	0.406	0.462	0.536	0.393	0.500	0.951	0.377	0.669	0.461	0.354	0.625	0.551	0.408	0.467	0.631	0.519
	Pixel AP	0.044	0.061	0.015	0.036	0.037	0.264	0.021	0.013	0.013	0.005	0.028	0.007	0.090	0.029	0.003	0.044
	Pixel PRO	0.053	0.098	0.068	0.029	0.135	0.836	0.023	0.221	0.054	0.058	0.261	0.090	0.036	0.124	0.205	0.153
FAVAE	Image AUC	0.666	0.563	0.503	0.331	0.728	0.544	0.396	0.357	0.610	0.644	0.884	0.406	0.416	0.531	0.624	0.547
	Image AP	0.874	0.778	0.762	0.318	0.886	0.846	0.552	0.762	0.846	0.800	0.943	0.741	0.810	0.877	0.784	0.772
	Pixel AUC	0.544	0.459	0.829	0.491	0.671	0.667	0.689	0.858	0.506	0.316	0.937	0.840	0.682	0.694	0.927	0.674
	Pixel AP	0.086	0.064	0.043	0.046	0.093	0.039	0.048	0.039	0.015	0.004	0.389	0.112	0.174	0.070	0.017	0.083
	Pixel PRO	0.284	0.187	0.506	0.175	0.489	0.290	0.304	0.669	0.078	0.050	0.732	0.590	0.202	0.537	0.759	0.390
PaDiM	Image AUC	0.458	0.581	0.678	0.408	0.549	0.855	0.544	0.418	0.454	0.704	0.635	0.418	0.446	0.449	0.578	0.545
	Image AP	0.786	0.766	0.872	0.368	0.824	0.939	0.682	0.790	0.735	0.848	0.795	0.708	0.775	0.839	0.785	0.767
	Pixel AUC	0.572	0.497	0.825	0.535	0.702	0.981	0.550	0.808	0.676	0.458	0.898	0.773	0.656	0.617	0.915	0.697
	Pixel AP	0.073	0.065	0.044	0.049	0.080	0.452	0.038	0.030	0.023	0.006	0.183	0.039	0.155	0.044	0.014	0.086
	Pixel PRO	0.299	0.201	0.557	0.198	0.570	0.935	0.292	0.566	0.219	0.077	0.776	0.513	0.246	0.447	0.716	0.441
PatchCore	Image AUC	1.000	0.990	0.811	0.942	0.994	0.964	0.909	0.782	0.972	0.896	0.999	1.000	0.967	0.831	0.731	0.919
	Image AP	1.000	0.996	0.932	0.943	0.998	0.989	0.949	0.954	0.992	0.967	1.000	1.000	0.992	0.968	0.888	0.971
	Pixel AUC	0.979	0.931	0.973	0.870	0.917	0.984	0.835	0.964	0.987	0.895	0.980	0.991	0.960	0.960	0.941	0.944
	Pixel AP	0.703	0.414	0.509	0.513	0.383	0.523	0.345	0.418	0.539	0.249	0.548	0.399	0.800	0.699	0.176	0.481
	Pixel PRO	0.920	0.789	0.726	0.771	0.845	0.933	0.812	0.816	0.933	0.724	0.934	0.967	0.878	0.901	0.758	0.847
RD4AD	Image AUC	0.401	0.715	0.397	0.385	0.700	0.987	0.538	0.475	0.583	0.558	0.909	0.596	0.623	0.479	0.596	0.596
	Image AP	0.728	0.876	0.686	0.337	0.891	0.996	0.696	0.822	0.855	0.795	0.955	0.819	0.892	0.862	0.801	0.801
	Pixel AUC	0.535	0.724	0.798	0.568	0.781	0.983	0.579	0.880	0.934	0.360	0.928	0.905	0.724	0.687	0.916	0.753
	Pixel AP	0.055	0.193	0.034	0.060	0.097	0.562	0.040	0.064	0.212	0.005	0.384	0.116	0.247	0.061	0.016	0.143
	Pixel PRO	0.103	0.455	0.540	0.236	0.630	0.950	0.309	0.705	0.793	0.082	0.822	0.749	0.287	0.581	0.724	0.531
SPADE	Image AUC	0.302	0.881	0.386	0.622	0.897	0.949	0.444	0.525	0.529	0.460	0.410	0.577	0.592	0.484	0.514	0.572
	Image AP	0.694	0.955	0.703	0.559	0.962	0.985	0.593	0.853	0.817	0.730	0.565	0.818	0.880	0.848	0.753	0.781
	Pixel AUC	0.646	0.569	0.817	0.517	0.788	0.983	0.638	0.874	0.880	0.294	0.942	0.929	0.699	0.681	0.936	0.746
	Pixel AP	0.122	0.096	0.043	0.050	0.172	0.531	0.052	0.044	0.117	0.004	0.513	0.264	0.182	0.060	0.020	0.151
	Pixel PRO	0.393	0.331	0.568	0.234	0.743	0.933	0.426	0.725	0.682	0.038	0.878	0.863	0.310	0.643	0.787	0.570
STPM	Image AUC	0.329	0.736	0.375	0.450	0.779	0.783	0.539	0.610	0.462	0.569	0.540	0.740	0.456	0.523	0.753	0.576
	Image AP	0.683	0.879	0.639	0.433	0.912	0.936	0.677	0.887	0.779	0.754	0.699	0.908	0.833	0.878	0.898	0.786
	Pixel AUC	0.622	0.724	0.781	0.461	0.539	0.793	0.316	0.814	0.698	0.338	0.730	0.886	0.783	0.729	0.172	0.626
	Pixel AP	0.074	0.397	0.046	0.046	0.119	0.203	0.019	0.073	0.055	0.005	0.037	0.108	0.354	0.111	0.001	0.110
	Pixel PRO	0.189	0.383	0.481	0.139	0.270	0.579	0.104	0.565	0.395	0.055	0.185	0.697	0.332	0.449	0.008	0.322
DNE	Image AUC	0.550	0.500	0.500	0.500	0.612	0.513	0.979	0.500	0.500	0.500	0.500	0.500	0.500	0.816	0.960	0.595
	Image AP	0.778	0.613	0.826	0.761	0.778	0.642	0.986	0.809	0.844	0.744	0.718	0.714	0.400	0.896	0.980	0.766
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-

The Corresponding FM of continual setting on MVTec AD

Continual	MVTec AD	Bottle	cable	capsule	carpet	grid	hazelnut	leather	metal_nut	pill	screw	tile	toothbrush	transistor	wood	zipper	average
CFA	Image AUC FM	0.691	0.504	0.697	0.146	0.406	0.097	0.065	0.533	0.444	0.418	0.237	0.422	0.676	0.074	0.000	0.361
	Image AP FM	0.326	0.345	0.241	0.047	0.230	0.060	0.019	0.147	0.107	0.226	0.096	0.211	0.640	0.025	0.000	0.181
	Pixel AUC FM	0.371	0.331	0.069	0.121	0.698	0.063	0.026	0.194	0.241	0.052	0.335	0.135	0.444	0.186	0.000	0.218
	Pixel AP FM	0.659	0.632	0.391	0.247	0.298	0.239	0.000	0.565	0.660	0.214	0.247	0.437	0.669	0.128	0.000	0.359
	Pixel PRO FM	0.707	0.582	0.142	0.234	0.906	0.124	0.057	0.659	0.322	0.146	0.389	0.249	0.733	0.207	0.000	0.364
CSFlow	Image AUC FM	0.871	0.533	0.412	0.022	0.357	0.677	0.094	0.747	0.705	0.536	0.296	0.400	0.552	0.196	0.000	0.426
	Image AP FM	0.376	0.328	0.139	0.006	0.212	0.471	0.031	0.311	0.219	0.281	0.109	0.205	0.613	0.060	0.000	0.224
	Pixel AUC FM	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP FM	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO FM	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
CutPaste	Image AUC FM	0.889	0.549	0.360	0.754	0.728	0.360	0.992	0.407	0.399	0.261	0.399	0.767	0.387	0.399	0.000	0.510
	Image AP FM	0.399	0.378	0.147	0.377	0.375	0.230	0.466	0.125	0.124	0.112	0.258	0.417	0.397	0.250	0.000	0.270
	Pixel AUC FM	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP FM	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO FM	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DRAEM	Image AUC FM	0.581	0.319	0.415	0.120	0.472	0.516	0.578	0.530	-0.083	0.452	0.375	0.501	0.212	0.004	0.000	0.333
	Image AP FM	0.405	0.077	0.239	0.066	0.324	0.186	0.206	0.169	-0.016	0.186	0.168	0.620	0.081	0.001	0.000	0.181
	Pixel AUC FM	0.703	0.149	0.353	0.510	0.262	0.456	0.424	0.343	0.573	0.320	0.283	0.540	0.408	-0.023	0.000	0.353
	Pixel AP FM	0.867	0.511	0.473	0.490	0.343	0.813	0.482	0.814	0.469	0.360	0.924	0.353	0.294	0.063	0.000	0.484
	Pixel PRO FM	0.891	0.140	0.657	0.817	0.611	0.711	0.751	0.558	0.748	0.627	0.657	0.769	0.512	-0.049	0.000	0.560
FastFlow	Image AUC FM	0.546	0.100	0.280	0.465	0.138	0.092	0.312	0.188	0.161	0.597	0.374	0.400	0.184	0.356	0.000	0.279
	Image AP FM	0.252	0.076	0.120	0.230	0.096	0.070	0.183	0.050	0.032	0.290	0.234	0.233	0.252	0.186	0.000	0.154
	Pixel AUC FM	0.574	0.401	0.287	0.525	0.527	0.218	0.421	0.410	0.407	0.242	0.414	0.389	0.552	0.336	0.000	0.380
	Pixel AP FM	0.636	0.056	0.275	0.622	0.065	0.056	0.228	0.172	0.152	0.014	0.249	0.215	0.317	0.157	0.000	0.214
	Pixel PRO FM	0.861	0.313	0.579	0.884	0.608	0.310	0.843	0.495	0.643	0.429	0.575	0.501	0.767	0.620	0.000	0.562
FAVAE	Image AUC FM	0.305	0.469	0.068	0.122	0.064	0.008	0.177	0.012	0.015	0.087	0.039	0.003	0.043	0.113	0.000	0.102
	Image AP FM	0.118	0.337	0.045	0.053	0.018	0.004	0.095	0.006	0.004	0.035	0.045	0.006	0.015	0.054	0.000	0.056
	Pixel AUC FM	0.414	0.262	0.080	0.337	0.057	0.006	0.101	0.008	0.043	0.001	0.120	0.007	0.045	0.133	0.000	0.108
	Pixel AP FM	0.568	0.317	0.050	0.069	0.001	0.017	0.059	0.003	0.014	0.000	0.032	0.002	0.008	0.102	0.000	0.083
	Pixel PRO FM	0.590	0.492	0.147	0.412	0.023	0.018	0.259	0.008	0.030	0.004	0.147	0.001	0.044	0.190	0.000	0.158
PaDiM	Image AUC FM	0.536	0.306	0.457	0.526	0.215	0.280	0.582	0.496	0.360	0.231	0.367	0.228	0.497	0.443	0.000	0.368
	Image AP FM	0.212	0.225	0.172	0.259	0.123	0.162	0.292	0.208	0.114	0.122	0.215	0.088	0.512	0.174	0.000	0.192
	Pixel AUC FM	0.412	0.404	0.177	0.312	0.486	0.080	0.219	0.310	0.340	0.063	0.409	0.163	0.431	0.228	0.000	0.269
	Pixel AP FM	0.658	0.305	0.364	0.578	0.243	0.334	0.367	0.559	0.379	0.151	0.269	0.455	0.531	0.294	0.000	0.366
	Pixel PRO FM	0.651	0.590	0.370	0.737	0.790	0.160	0.462	0.675	0.482	0.203	0.552	0.372	0.710	0.330	0.000	0.472
PatchCore	Image AUC FM	0.000	0.014	0.021	0.000	0.000	0.001	0.000	0.001	0.007	0.000	0.000	0.008	-0.002	0.000	0.000	0.003
	Image AP FM	0.000	0.008	0.005	0.000	0.000	0.000	0.000	0.000	0.001	0.000	0.000	0.007	-0.003	0.000	0.000	0.001
	Pixel AUC FM	0.000	0.022	0.000	0.000	0.000	0.003	0.000	0.000	0.000	0.000	0.000	0.001	0.000	0.000	0.000	0.002
	Pixel AP FM	0.000	0.029	0.002	0.001	0.000	0.007	0.001	0.000	0.015	0.000	0.000	0.019	0.002	0.000	0.000	0.005
	Pixel PRO FM	0.000	0.008	0.000	0.000	0.000	0.001	0.000	0.001	0.000	0.000	0.000	-0.001	0.000	0.000	0.000	0.001
RD4AD	Image AUC FM	0.599	0.440	0.510	0.400	0.438	0.091	0.404	0.377	0.495	0.379	0.279	0.603	0.590	0.284	0.000	0.393
	Image AP FM	0.272	0.290	0.175	0.141	0.204	0.045	0.181	0.108	0.133	0.191	0.121	0.314	0.638	0.104	0.000	0.194
	Pixel AUC FM	0.453	0.386	0.106	0.055	0.633	0.063	0.089	0.249	0.302	0.079	0.236	0.192	0.325	0.176	0.000	0.223
	Pixel AP FM	0.728	0.468	0.378	0.357	0.469	0.234	0.354	0.527	0.776	0.423	0.351	0.449	0.464	0.400	0.000	0.425
	Pixel PRO FM	0.856	0.587	0.245	0.154	0.889	0.137	0.226	0.656	0.383	0.240	0.403	0.386	0.568	0.279	0.000	0.401
SPADE	Image AUC FM	0.692	0.418	0.308	0.255	0.034	0.561	0.328	0.267	0.238	0.036	0.092	0.564	0.291	-0.011	0.000	0.272
	Image AP FM	0.304	0.320	0.109	0.112	0.018	0.421	0.151	0.082	0.082	0.026	0.035	0.277	0.341	0.007	0.000	0.152
	Pixel AUC FM	0.325	0.278	0.113	0.095	0.682	0.047	0.064	0.271	0.270	0.001	0.289	0.175	0.329	0.138	0.000	0.205
	Pixel AP FM	0.576	0.182	0.394	0.402	0.232	0.149	0.218	0.611	0.392	0.000	0.170	0.530	0.272	0.246	0.000	0.292
	Pixel PRO FM	0.542	0.367	0.230	0.231	0.882	0.079	0.113	0.617	0.286	0.000	0.316	0.380	0.486	0.159	0.000	0.313
STPM	Image AUC FM	0.671	0.221	0.258	0.480	0.431	0.454	0.248	0.279	0.367	0.246	0.251	0.478	0.273	0.214	0.000	0.325
	Image AP FM	0.317	0.186	0.080	0.206	0.246	0.298	0.088	0.095	0.101	0.102	0.115	0.305	0.234	0.086	0.000	0.164
	Pixel AUC FM	0.362	0.606	0.154	0.277	0.651	0.254	0.108	0.012	0.240	0.000	0.245	0.200	0.297	0.403	0.000	0.254
	Pixel AP FM	0.660	0.415	0.245	0.539	0.442	0.529	0.404	0.000	0.610	0.000	0.388	0.362	0.234	0.452	0.000	0.352
	Pixel PRO FM	0.761	0.632	0.347	0.508	0.906	0.751	0.280	0.060	0.437	0.000	0.477	0.387	0.453	0.625	0.000	0.442
DNE	Image AUC FM	0.410	0.251	0.023	0.364	0.274	0.446	0.021	0.117	0.074	0.054	0.423	0.250	0.179	0.107	0.000	0.200
	Image AP FM	0.203	0.193	0.008	0.172	0.198	0.323	0.014	0.043	0.010	0.023	0.238	0.143	0.083	0.068	0.000	0.115
	Pixel AUC FM	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP FM	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO FM	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-

The results with 1 shot images on MVTec AD

FewShot 1	MVTec AD	Bottle	cable	capsule	carpet	grid	hazelnut	leather	metal_nut	pill	screw	tile	toothbrush	transistor	wood	zipper	average
CFA	Image AUC	0.994	0.637	0.958	0.839	0.796	0.983	0.875	0.653	0.982	0.594	0.954	0.999	0.743	0.673	0.521	0.813
	Image AP	0.998	0.744	0.985	0.940	0.781	0.995	0.954	0.844	0.995	0.788	0.973	1.000	0.905	0.925	0.755	0.905
	Pixel AUC	0.981	0.948	0.935	0.981	0.864	0.915	0.980	0.974	0.987	0.588	0.969	0.993	0.938	0.949	0.915	0.928
	Pixel AP	0.751	0.289	0.432	0.592	0.399	0.438	0.524	0.179	0.633	0.009	0.495	0.461	0.614	0.526	0.016	0.424
	Pixel PRO	0.945	0.816	0.793	0.790	0.673	0.881	0.926	0.896	0.941	0.179	0.902	0.973	0.809	0.899	0.711	0.809
CSFlow	Image AUC	0.944	0.746	0.927	0.614	0.733	0.875	0.762	0.610	0.999	0.703	0.580	0.996	0.424	0.599	0.631	0.743
	Image AP	0.965	0.829	0.973	0.824	0.730	0.967	0.899	0.870	1.000	0.846	0.739	0.999	0.778	0.899	0.849	0.878
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
CutPaste	Image AUC	0.865	0.475	0.955	0.639	0.820	0.917	0.334	0.647	0.648	0.549	0.751	0.682	0.534	0.362	0.578	0.650
	Image AP	0.953	0.574	0.981	0.831	0.797	0.978	0.742	0.894	0.874	0.790	0.811	0.881	0.819	0.803	0.828	0.837
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DRAEM	Image AUC	0.686	0.588	0.447	0.756	0.932	0.510	0.631	0.715	0.714	0.350	0.823	0.644	0.768	0.904	0.802	0.685
	Image AP	0.887	0.679	0.788	0.917	0.974	0.676	0.879	0.918	0.934	0.746	0.926	0.827	0.716	0.972	0.938	0.852
	Pixel AUC	0.824	0.586	0.785	0.781	0.468	0.873	0.706	0.792	0.866	0.880	0.740	0.884	0.622	0.666	0.777	0.750
	Pixel AP	0.256	0.037	0.042	0.113	0.006	0.335	0.150	0.340	0.262	0.018	0.375	0.084	0.099	0.121	0.067	0.154
	Pixel PRO	0.507	0.289	0.524	0.575	0.076	0.758	0.379	0.574	0.792	0.607	0.477	0.611	0.410	0.336	0.476	0.493
FastFlow	Image AUC	0.500	0.500	0.500	0.817	0.500	0.968	0.500	0.500	0.500	0.500	0.500	0.500	0.500	0.500	0.500	0.552
	Image AP	0.759	0.613	0.718	0.929	0.400	0.991	0.788	0.826	0.761	0.731	0.636	0.742	0.809	0.844	0.744	0.753
	Pixel AUC	0.665	0.512	0.501	0.965	0.516	0.824	0.567	0.546	0.489	0.528	0.522	0.501	0.554	0.509	0.519	0.581
	Pixel AP	0.084	0.029	0.071	0.496	0.050	0.210	0.024	0.010	0.016	0.007	0.022	0.007	0.129	0.034	0.003	0.079
	Pixel PRO	0.000	0.000	0.000	0.674	0.000	0.772	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.096
FAVAE	Image AUC	0.968	0.436	0.639	0.669	0.443	0.700	0.695	0.544	0.764	0.667	0.904	0.355	0.518	0.656	0.210	0.611
	Image AP	0.991	0.571	0.834	0.841	0.412	0.889	0.897	0.842	0.921	0.802	0.952	0.728	0.824	0.906	0.595	0.800
	Pixel AUC	0.958	0.841	0.657	0.944	0.710	0.590	0.841	0.966	0.944	0.437	0.955	0.581	0.756	0.528	0.874	0.772
	Pixel AP	0.655	0.082	0.130	0.288	0.081	0.050	0.112	0.172	0.420	0.006	0.438	0.008	0.233	0.033	0.009	0.181
	Pixel PRO	0.880	0.443	0.418	0.659	0.272	0.233	0.555	0.861	0.794	0.116	0.773	0.198	0.284	0.173	0.586	0.483
PaDiM	Image AUC	0.913	0.556	0.690	0.900	0.497	0.921	0.633	0.587	0.830	0.566	0.951	0.929	0.376	0.430	0.478	0.684
	Image AP	0.974	0.655	0.856	0.957	0.458	0.976	0.857	0.860	0.945	0.813	0.976	0.977	0.761	0.808	0.742	0.841
	Pixel AUC	0.945	0.836	0.617	0.981	0.759	0.871	0.919	0.964	0.931	0.509	0.955	0.969	0.766	0.850	0.898	0.851
	Pixel AP	0.613	0.092	0.117	0.522	0.096	0.323	0.166	0.147	0.407	0.007	0.454	0.373	0.210	0.126	0.014	0.244
	Pixel PRO	0.880	0.513	0.375	0.870	0.389	0.843	0.727	0.872	0.834	0.152	0.911	0.931	0.438	0.747	0.673	0.677
PatchCore	Image AUC	0.502	0.506	0.900	0.536	0.537	0.849	0.437	0.444	0.904	0.590	0.641	0.952	0.443	0.546	0.496	0.619
	Image AP	0.818	0.620	0.963	0.818	0.451	0.957	0.788	0.808	0.973	0.794	0.797	0.986	0.826	0.880	0.721	0.813
	Pixel AUC	0.810	0.793	0.871	0.914	0.710	0.861	0.792	0.702	0.978	0.647	0.950	0.990	0.765	0.795	0.878	0.830
	Pixel AP	0.266	0.104	0.335	0.476	0.253	0.348	0.144	0.049	0.549	0.010	0.365	0.389	0.277	0.253	0.014	0.255
	Pixel PRO	0.574	0.483	0.686	0.411	0.482	0.829	0.490	0.304	0.903	0.233	0.863	0.964	0.433	0.489	0.655	0.587
RD4AD	Image AUC	0.987	0.586	0.979	0.819	0.484	0.986	0.850	0.614	1.000	0.684	0.965	1.000	0.477	0.685	0.483	0.773
	Image AP	0.996	0.737	0.993	0.933	0.443	0.996	0.945	0.874	1.000	0.874	0.979	1.000	0.825	0.914	0.757	0.884
	Pixel AUC	0.981	0.835	0.945	0.963	0.790	0.947	0.955	0.967	0.992	0.760	0.977	0.995	0.836	0.933	0.927	0.920
	Pixel AP	0.772	0.106	0.486	0.312	0.125	0.505	0.338	0.196	0.703	0.118	0.543	0.549	0.288	0.458	0.017	0.368
	Pixel PRO	0.946	0.458	0.834	0.721	0.507	0.925	0.856	0.846	0.969	0.541	0.939	0.979	0.550	0.849	0.751	0.778
STPM	Image AUC	0.994	0.489	0.956	0.722	0.605	0.990	0.834	0.601	0.971	0.698	0.913	0.996	0.824	0.920	0.460	0.798
	Image AP	0.998	0.649	0.976	0.878	0.618	0.997	0.941	0.855	0.991	0.850	0.941	0.999	0.955	0.981	0.707	0.889
	Pixel AUC	0.976	0.866	0.970	0.963	0.728	0.933	0.955	0.965	0.988	0.767	0.978	0.993	0.927	0.982	0.925	0.928
	Pixel AP	0.697	0.193	0.684	0.306	0.228	0.509	0.380	0.124	0.699	0.068	0.547	0.484	0.617	0.734	0.017	0.419
	Pixel PRO	0.940	0.589	0.885	0.730	0.532	0.899	0.874	0.908	0.948	0.437	0.935	0.977	0.827	0.951	0.737	0.811
RegAD	Image AUC	0.990	0.635	0.634	0.951	0.716	0.974	0.999	0.902	0.701	0.539	0.977	0.826	0.787	0.978	0.808	0.828
	Image AP	0.997	0.734	0.869	0.986	0.871	0.987	1.000	0.976	0.932	0.781	0.991	0.934	0.761	0.993	0.940	0.917
	Pixel AUC	0.983	0.920	0.970	0.987	0.700	0.978	0.992	0.941	0.957	0.931	0.936	0.975	0.879	0.957	0.953	0.937
	Pixel AP	0.755	0.192	0.185	0.556	0.028	0.556	0.455	0.596	0.610	0.019	0.486	0.404	0.359	0.546	0.314	0.404
	Pixel PRO	0.932	0.700	0.852	0.944	0.409	0.917	0.976	0.840	0.884	0.760	0.816	0.841	0.695	0.893	0.836	0.820

The results with 2 shot images on MVTec AD

FewShot 2	MVTec AD	Bottle	cable	capsule	carpet	grid	hazelnut	leather	metal_nut	pill	screw	tile	toothbrush	transistor	wood	zipper	average
CFA	Image AUC	0.996	0.873	0.983	0.725	0.701	0.993	0.932	0.663	0.970	0.639	0.972	1.000	0.868	0.789	0.487	0.839
	Image AP	0.999	0.917	0.993	0.891	0.698	0.998	0.978	0.857	0.992	0.827	0.986	1.000	0.964	0.956	0.746	0.920
	Pixel AUC	0.983	0.966	0.945	0.964	0.862	0.938	0.985	0.977	0.986	0.701	0.971	0.993	0.959	0.969	0.915	0.941
	Pixel AP	0.753	0.475	0.444	0.455	0.354	0.432	0.583	0.197	0.594	0.016	0.508	0.457	0.771	0.674	0.016	0.449
	Pixel PRO	0.943	0.857	0.814	0.749	0.670	0.892	0.938	0.905	0.934	0.300	0.917	0.974	0.868	0.932	0.732	0.828
CSFlow	Image AUC	0.949	0.499	0.964	0.711	0.807	0.888	0.682	0.638	1.000	0.786	0.557	0.995	0.429	0.639	0.610	0.743
	Image AP	0.964	0.673	0.987	0.875	0.831	0.966	0.878	0.881	1.000	0.911	0.720	0.998	0.776	0.907	0.832	0.880
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
CutPaste	Image AUC	0.908	0.712	0.968	0.719	0.295	0.691	0.769	0.524	0.679	0.554	0.835	0.900	0.623	0.728	0.544	0.697
	Image AP	0.972	0.790	0.987	0.884	0.338	0.897	0.934	0.858	0.888	0.763	0.912	0.969	0.845	0.942	0.772	0.850
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DRAEM	Image AUC	0.936	0.585	0.483	0.876	0.853	0.758	0.981	0.921	0.756	0.073	0.892	0.747	0.852	0.961	0.980	0.777
	Image AP	0.981	0.662	0.791	0.964	0.945	0.867	0.992	0.978	0.943	0.548	0.960	0.848	0.845	0.988	0.994	0.887
	Pixel AUC	0.857	0.723	0.815	0.798	0.748	0.938	0.902	0.835	0.932	0.876	0.850	0.906	0.674	0.842	0.882	0.839
	Pixel AP	0.505	0.071	0.052	0.224	0.021	0.550	0.469	0.455	0.580	0.019	0.576	0.075	0.161	0.488	0.290	0.302
	Pixel PRO	0.683	0.470	0.650	0.663	0.361	0.905	0.869	0.792	0.891	0.612	0.677	0.712	0.515	0.738	0.707	0.683
FastFlow	Image AUC	0.500	0.587	0.500	0.500	0.548	0.500	0.818	0.500	0.500	0.500	0.500	0.500	0.517	0.813	0.500	0.552
	Image AP	0.759	0.700	0.718	0.714	0.485	0.760	0.927	0.826	0.761	0.731	0.636	0.742	0.814	0.959	0.744	0.752
	Pixel AUC	0.923	0.790	0.486	0.899	0.812	0.622	0.887	0.766	0.328	0.516	0.504	0.863	0.730	0.930	0.194	0.683
	Pixel AP	0.367	0.096	0.074	0.078	0.206	0.066	0.204	0.078	0.011	0.007	0.025	0.083	0.258	0.514	0.001	0.138
	Pixel PRO	0.663	0.465	0.158	0.514	0.493	0.284	0.704	0.367	0.103	0.000	0.285	0.706	0.369	0.801	0.019	0.395
FAVAE	Image AUC	0.961	0.559	0.560	0.703	0.696	0.974	0.721	0.457	0.813	0.703	0.856	0.342	0.625	0.549	0.569	0.672
	Image AP	0.989	0.634	0.727	0.878	0.705	0.992	0.897	0.817	0.937	0.861	0.929	0.703	0.856	0.871	0.768	0.837
	Pixel AUC	0.965	0.858	0.650	0.936	0.756	0.838	0.897	0.958	0.964	0.469	0.946	0.617	0.690	0.856	0.908	0.820
	Pixel AP	0.670	0.102	0.112	0.195	0.169	0.147	0.154	0.123	0.453	0.007	0.363	0.009	0.167	0.127	0.014	0.187
	Pixel PRO	0.897	0.512	0.197	0.703	0.429	0.480	0.680	0.848	0.837	0.128	0.752	0.204	0.285	0.743	0.709	0.560
PaDiM	Image AUC	0.969	0.475	0.763	0.694	0.627	0.949	0.695	0.571	0.838	0.587	0.941	0.974	0.572	0.461	0.505	0.708
	Image AP	0.991	0.578	0.892	0.872	0.532	0.985	0.876	0.845	0.943	0.770	0.972	0.992	0.842	0.830	0.755	0.845
	Pixel AUC	0.960	0.865	0.720	0.972	0.823	0.901	0.942	0.973	0.949	0.557	0.968	0.978	0.826	0.904	0.927	0.884
	Pixel AP	0.668	0.112	0.164	0.427	0.146	0.335	0.286	0.178	0.489	0.008	0.487	0.384	0.269	0.191	0.017	0.277
	Pixel PRO	0.898	0.590	0.469	0.838	0.499	0.864	0.808	0.895	0.873	0.239	0.932	0.958	0.587	0.856	0.765	0.738
PatchCore	Image AUC	0.965	0.548	0.975	0.756	0.549	0.972	0.602	0.628	0.927	0.456	0.900	1.000	0.504	0.576	0.461	0.721
	Image AP	0.991	0.685	0.991	0.903	0.543	0.992	0.872	0.898	0.980	0.725	0.951	1.000	0.806	0.893	0.730	0.864
	Pixel AUC	0.896	0.847	0.925	0.946	0.764	0.893	0.858	0.885	0.981	0.559	0.955	0.992	0.761	0.909	0.739	0.860
	Pixel AP	0.540	0.184	0.410	0.497	0.343	0.375	0.239	0.129	0.508	0.007	0.403	0.398	0.313	0.443	0.008	0.320
	Pixel PRO	0.746	0.612	0.771	0.674	0.520	0.843	0.630	0.609	0.900	0.093	0.904	0.971	0.472	0.733	0.493	0.665
RD4AD	Image AUC	0.991	0.725	0.977	0.606	0.550	0.984	0.856	0.639	1.000	0.682	0.949	1.000	0.751	0.659	0.493	0.791
	Image AP	0.998	0.826	0.992	0.797	0.450	0.995	0.945	0.881	1.000	0.869	0.975	1.000	0.929	0.914	0.753	0.888
	Pixel AUC	0.984	0.892	0.917	0.942	0.810	0.946	0.969	0.970	0.993	0.781	0.976	0.994	0.923	0.927	0.928	0.930
	Pixel AP	0.788	0.183	0.416	0.137	0.137	0.504	0.403	0.212	0.689	0.092	0.555	0.529	0.551	0.372	0.019	0.372
	Pixel PRO	0.949	0.604	0.780	0.690	0.559	0.918	0.901	0.871	0.971	0.557	0.936	0.978	0.752	0.887	0.762	0.808
STPM	Image AUC	0.995	0.648	0.961	0.667	0.690	0.990	0.969	0.624	0.965	0.759	0.946	1.000	0.931	0.939	0.529	0.841
	Image AP	0.999	0.797	0.978	0.845	0.680	0.997	0.991	0.867	0.990	0.907	0.973	1.000	0.983	0.989	0.748	0.916
	Pixel AUC	0.979	0.868	0.968	0.947	0.736	0.955	0.973	0.969	0.990	0.865	0.981	0.995	0.935	0.979	0.934	0.938
	Pixel AP	0.717	0.202	0.659	0.255	0.225	0.548	0.484	0.149	0.679	0.160	0.555	0.501	0.649	0.721	0.022	0.435
	Pixel PRO	0.936	0.639	0.869	0.720	0.556	0.930	0.923	0.916	0.955	0.631	0.946	0.980	0.876	0.953	0.777	0.840
RegAD	Image AUC	0.997	0.696	0.704	0.968	0.815	0.960	0.999	0.944	0.670	0.566	0.989	0.871	0.837	0.997	0.914	0.862
	Image AP	0.999	0.774	0.895	0.991	0.922	0.978	1.000	0.987	0.922	0.789	0.996	0.952	0.821	0.999	0.959	0.932
	Pixel AUC	0.985	0.945	0.978	0.989	0.790	0.981	0.992	0.980	0.971	0.942	0.953	0.980	0.945	0.966	0.984	0.959
	Pixel AP	0.761	0.310	0.248	0.558	0.081	0.533	0.420	0.846	0.647	0.025	0.575	0.434	0.571	0.574	0.535	0.475
	Pixel PRO	0.943	0.784	0.896	0.950	0.555	0.905	0.969	0.923	0.910	0.802	0.833	0.855	0.836	0.904	0.935	0.867

The results with 4 shot images on MVTec AD

FewShot 4	MVTec AD	Bottle	cable	capsule	carpet	grid	hazelnut	leather	metal_nut	pill	screw	tile	toothbrush	transistor	wood	zipper	average
CFA	Image AUC	1.000	0.794	0.994	0.847	0.930	0.995	0.930	0.668	0.980	0.775	0.948	1.000	0.950	0.882	0.490	0.879
	Image AP	1.000	0.850	0.997	0.938	0.933	0.998	0.970	0.917	0.994	0.907	0.972	1.000	0.988	0.978	0.734	0.945
	Pixel AUC	0.984	0.966	0.950	0.982	0.940	0.936	0.985	0.974	0.987	0.781	0.965	0.993	0.967	0.977	0.926	0.954
	Pixel AP	0.754	0.509	0.457	0.543	0.550	0.430	0.565	0.320	0.594	0.052	0.459	0.431	0.821	0.728	0.017	0.482
	Pixel PRO	0.949	0.862	0.828	0.830	0.855	0.891	0.941	0.886	0.938	0.497	0.894	0.972	0.897	0.945	0.749	0.862
CSFlow	Image AUC	0.981	0.682	0.979	0.747	0.919	0.940	0.823	0.679	1.000	0.631	0.437	1.000	0.643	0.722	0.613	0.786
	Image AP	0.993	0.768	0.993	0.879	0.913	0.983	0.936	0.918	1.000	0.801	0.590	1.000	0.871	0.929	0.815	0.893
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
CutPaste	Image AUC	1.000	0.617	0.780	0.767	0.700	0.843	0.628	0.571	0.834	0.438	0.786	1.000	0.787	0.659	0.514	0.728
	Image AP	1.000	0.705	0.897	0.909	0.695	0.952	0.874	0.866	0.947	0.730	0.859	1.000	0.946	0.890	0.735	0.867
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DRAEM	Image AUC	0.960	0.639	0.564	0.979	0.718	0.852	0.921	0.980	0.830	0.310	0.898	0.772	0.928	0.989	0.966	0.820
	Image AP	0.987	0.712	0.825	0.994	0.885	0.893	0.973	0.996	0.965	0.662	0.962	0.878	0.917	0.997	0.991	0.909
	Pixel AUC	0.903	0.763	0.582	0.901	0.822	0.960	0.952	0.837	0.949	0.876	0.913	0.909	0.701	0.869	0.836	0.852
	Pixel AP	0.612	0.080	0.046	0.484	0.094	0.655	0.492	0.522	0.650	0.074	0.701	0.095	0.213	0.509	0.179	0.360
	Pixel PRO	0.769	0.534	0.507	0.824	0.501	0.936	0.897	0.829	0.912	0.666	0.765	0.712	0.596	0.730	0.605	0.719
FastFlow	Image AUC	0.974	0.574	0.718	0.697	0.785	0.950	0.791	0.788	0.604	0.532	0.873	0.994	0.546	0.716	0.394	0.729
	Image AP	0.992	0.655	0.863	0.880	0.784	0.986	0.935	0.944	0.849	0.743	0.936	0.998	0.826	0.925	0.693	0.867
	Pixel AUC	0.947	0.666	0.622	0.970	0.904	0.843	0.808	0.962	0.596	0.634	0.904	0.949	0.752	0.789	0.606	0.797
	Pixel AP	0.529	0.081	0.127	0.360	0.419	0.216	0.074	0.270	0.048	0.013	0.329	0.424	0.231	0.172	0.005	0.220
	Pixel PRO	0.788	0.270	0.304	0.751	0.685	0.789	0.530	0.859	0.381	0.299	0.828	0.919	0.444	0.649	0.298	0.586
FAVAE	Image AUC	0.690	0.401	0.754	0.647	0.651	0.924	0.713	0.472	0.785	0.570	0.617	0.355	0.504	0.539	0.636	0.617
	Image AP	0.871	0.569	0.902	0.832	0.658	0.976	0.886	0.814	0.927	0.792	0.716	0.725	0.823	0.887	0.794	0.811
	Pixel AUC	0.678	0.820	0.666	0.953	0.759	0.840	0.857	0.960	0.958	0.498	0.917	0.723	0.726	0.869	0.918	0.809
	Pixel AP	0.129	0.074	0.136	0.315	0.144	0.167	0.122	0.146	0.450	0.007	0.142	0.011	0.204	0.144	0.016	0.147
	Pixel PRO	0.381	0.450	0.442	0.745	0.419	0.700	0.589	0.865	0.817	0.151	0.696	0.258	0.350	0.757	0.736	0.557
PaDiM	Image AUC	0.980	0.587	0.874	0.583	0.750	0.977	0.697	0.665	0.855	0.573	0.885	0.952	0.547	0.511	0.391	0.722
	Image AP	0.995	0.659	0.954	0.748	0.654	0.992	0.848	0.896	0.955	0.806	0.918	0.984	0.821	0.856	0.700	0.852
	Pixel AUC	0.975	0.871	0.788	0.983	0.922	0.912	0.965	0.970	0.965	0.595	0.966	0.988	0.851	0.912	0.921	0.906
	Pixel AP	0.711	0.112	0.220	0.507	0.311	0.378	0.369	0.236	0.495	0.009	0.460	0.427	0.314	0.237	0.016	0.320
	Pixel PRO	0.931	0.605	0.563	0.874	0.782	0.881	0.877	0.893	0.890	0.235	0.924	0.964	0.633	0.874	0.749	0.778
PatchCore	Image AUC	0.908	0.802	0.973	0.889	0.769	0.985	0.804	0.630	0.930	0.667	0.897	0.997	0.754	0.741	0.501	0.817
	Image AP	0.977	0.887	0.990	0.957	0.772	0.996	0.929	0.904	0.981	0.846	0.950	0.999	0.932	0.947	0.747	0.921
	Pixel AUC	0.966	0.917	0.929	0.963	0.806	0.918	0.934	0.918	0.985	0.640	0.952	0.991	0.887	0.876	0.833	0.901
	Pixel AP	0.688	0.413	0.421	0.559	0.429	0.403	0.340	0.285	0.551	0.009	0.384	0.397	0.599	0.501	0.013	0.399
	Pixel PRO	0.892	0.764	0.788	0.678	0.671	0.866	0.796	0.696	0.916	0.249	0.880	0.965	0.733	0.711	0.600	0.747
RD4AD	Image AUC	0.999	0.795	0.965	0.886	0.754	0.983	0.841	0.669	1.000	0.668	0.947	1.000	0.842	0.711	0.437	0.833
	Image AP	1.000	0.881	0.988	0.952	0.698	0.995	0.940	0.917	1.000	0.866	0.973	1.000	0.957	0.934	0.716	0.921
	Pixel AUC	0.985	0.925	0.928	0.984	0.899	0.946	0.964	0.967	0.993	0.779	0.977	0.995	0.936	0.940	0.936	0.944
	Pixel AP	0.783	0.293	0.438	0.534	0.304	0.468	0.388	0.348	0.682	0.134	0.548	0.524	0.661	0.495	0.022	0.441
	Pixel PRO	0.954	0.747	0.806	0.847	0.764	0.923	0.894	0.868	0.970	0.531	0.926	0.978	0.840	0.907	0.784	0.849
STPM	Image AUC	1.000	0.744	0.952	0.789	0.784	0.992	0.859	0.740	0.962	0.858	0.939	1.000	0.934	0.855	0.551	0.864
	Image AP	1.000	0.841	0.974	0.913	0.776	0.998	0.947	0.939	0.989	0.947	0.969	1.000	0.981	0.959	0.763	0.933
	Pixel AUC	0.982	0.904	0.973	0.983	0.777	0.959	0.976	0.962	0.989	0.903	0.977	0.995	0.940	0.941	0.944	0.947
	Pixel AP	0.751	0.465	0.686	0.473	0.360	0.543	0.481	0.301	0.668	0.203	0.508	0.494	0.638	0.544	0.026	0.476
	Pixel PRO	0.952	0.672	0.890	0.855	0.620	0.934	0.928	0.880	0.954	0.735	0.944	0.981	0.889	0.896	0.808	0.863
RegAD	Image AUC	0.992	0.859	0.732	0.980	0.868	0.962	0.999	0.950	0.731	0.595	0.983	0.912	0.857	0.988	0.954	0.891
	Image AP	0.998	0.904	0.906	0.994	0.951	0.978	1.000	0.988	0.941	0.799	0.994	0.966	0.854	0.996	0.985	0.950
	Pixel AUC	0.985	0.957	0.981	0.989	0.856	0.984	0.990	0.965	0.973	0.962	0.926	0.985	0.941	0.963	0.986	0.963
	Pixel AP	0.752	0.459	0.276	0.553	0.180	0.534	0.385	0.708	0.677	0.053	0.455	0.467	0.549	0.558	0.625	0.482
	Pixel PRO	0.941	0.843	0.906	0.951	0.696	0.913	0.966	0.907	0.922	0.862	0.771	0.877	0.847	0.900	0.937	0.883

The results with 8 shot images on MVTec AD

FewShot 8	MVTec AD	Bottle	cable	capsule	carpet	grid	hazelnut	leather	metal_nut	pill	screw	tile	toothbrush	transistor	wood	zipper	average
CFA	Image AUC	1.000	0.924	0.996	0.967	0.864	0.994	0.945	0.850	0.974	0.832	0.996	1.000	0.980	0.920	0.596	0.923
	Image AP	1.000	0.954	0.998	0.988	0.862	0.998	0.978	0.958	0.993	0.926	0.998	1.000	0.996	0.986	0.805	0.963
	Pixel AUC	0.985	0.977	0.947	0.990	0.935	0.935	0.988	0.987	0.988	0.822	0.986	0.993	0.977	0.982	0.945	0.962
	Pixel AP	0.756	0.593	0.431	0.568	0.519	0.429	0.593	0.453	0.565	0.093	0.605	0.438	0.859	0.765	0.032	0.513
	Pixel PRO	0.949	0.903	0.814	0.894	0.858	0.890	0.948	0.937	0.940	0.489	0.943	0.971	0.928	0.956	0.806	0.882
CSFlow	Image AUC	0.992	0.807	0.985	0.908	0.887	0.926	0.901	0.800	1.000	0.725	0.649	1.000	0.756	0.637	0.702	0.845
	Image AP	0.997	0.887	0.995	0.965	0.864	0.979	0.967	0.946	1.000	0.889	0.772	1.000	0.929	0.901	0.851	0.929
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
CutPaste	Image AUC	0.997	0.755	0.992	0.447	0.651	0.973	0.303	0.683	0.842	0.573	0.969	0.747	0.738	0.453	0.455	0.705
	Image AP	0.999	0.851	0.997	0.734	0.611	0.992	0.713	0.922	0.950	0.794	0.985	0.903	0.916	0.858	0.692	0.861
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DRAEM	Image AUC	0.950	0.689	0.684	0.864	0.952	0.886	1.000	0.982	0.855	0.656	0.921	0.956	0.884	0.967	0.996	0.883
	Image AP	0.982	0.779	0.920	0.960	0.984	0.930	1.000	0.996	0.967	0.863	0.973	0.984	0.897	0.989	0.999	0.948
	Pixel AUC	0.921	0.711	0.679	0.912	0.902	0.984	0.957	0.941	0.943	0.886	0.972	0.976	0.746	0.919	0.946	0.893
	Pixel AP	0.581	0.075	0.150	0.516	0.149	0.742	0.415	0.736	0.403	0.049	0.873	0.497	0.277	0.596	0.576	0.442
	Pixel PRO	0.769	0.576	0.667	0.824	0.737	0.950	0.912	0.913	0.833	0.721	0.880	0.868	0.579	0.800	0.841	0.791
FastFlow	Image AUC	0.994	0.892	0.874	0.856	0.855	0.908	0.846	0.782	0.787	0.541	0.684	0.996	0.743	0.786	0.464	0.801
	Image AP	0.998	0.914	0.952	0.942	0.815	0.972	0.942	0.944	0.933	0.752	0.824	0.999	0.906	0.955	0.697	0.903
	Pixel AUC	0.979	0.907	0.754	0.936	0.853	0.848	0.952	0.961	0.839	0.590	0.768	0.990	0.833	0.905	0.704	0.855
	Pixel AP	0.699	0.281	0.297	0.180	0.331	0.274	0.320	0.235	0.174	0.011	0.177	0.546	0.328	0.333	0.005	0.279
	Pixel PRO	0.917	0.726	0.522	0.776	0.503	0.728	0.866	0.841	0.670	0.246	0.759	0.976	0.621	0.809	0.268	0.682
FAVAE	Image AUC	0.952	0.553	0.639	0.731	0.597	0.938	0.703	0.537	0.815	0.541	0.911	0.801	0.404	0.574	0.657	0.690
	Image AP	0.985	0.679	0.842	0.874	0.541	0.979	0.871	0.838	0.939	0.796	0.958	0.935	0.764	0.896	0.805	0.847
	Pixel AUC	0.961	0.872	0.646	0.947	0.689	0.863	0.868	0.963	0.957	0.465	0.954	0.975	0.729	0.851	0.926	0.844
	Pixel AP	0.657	0.124	0.125	0.340	0.100	0.270	0.092	0.146	0.441	0.014	0.419	0.275	0.191	0.129	0.018	0.223
	Pixel PRO	0.885	0.559	0.412	0.736	0.344	0.777	0.605	0.852	0.818	0.126	0.778	0.929	0.274	0.730	0.749	0.638
PaDiM	Image AUC	0.985	0.663	0.845	0.883	0.782	0.962	0.749	0.762	0.903	0.602	0.858	0.992	0.662	0.474	0.524	0.776
	Image AP	0.995	0.745	0.938	0.936	0.775	0.989	0.896	0.898	0.972	0.807	0.910	0.997	0.887	0.859	0.736	0.889
	Pixel AUC	0.977	0.893	0.835	0.990	0.941	0.915	0.977	0.977	0.982	0.646	0.977	0.991	0.897	0.907	0.930	0.922
	Pixel AP	0.718	0.143	0.262	0.600	0.412	0.386	0.439	0.282	0.591	0.012	0.532	0.440	0.413	0.190	0.019	0.362
	Pixel PRO	0.937	0.710	0.607	0.929	0.818	0.890	0.915	0.906	0.935	0.326	0.936	0.974	0.732	0.855	0.773	0.816
PatchCore	Image AUC	0.984	0.870	0.985	0.839	0.877	0.969	0.909	0.734	0.977	0.708	0.964	1.000	0.844	0.752	0.543	0.864
	Image AP	0.996	0.928	0.994	0.943	0.876	0.991	0.962	0.933	0.994	0.826	0.982	1.000	0.961	0.946	0.757	0.939
	Pixel AUC	0.976	0.940	0.933	0.984	0.811	0.901	0.961	0.945	0.987	0.746	0.974	0.991	0.915	0.932	0.906	0.927
	Pixel AP	0.716	0.485	0.414	0.573	0.460	0.362	0.442	0.354	0.545	0.014	0.481	0.391	0.713	0.637	0.020	0.440
	Pixel PRO	0.918	0.843	0.791	0.829	0.688	0.849	0.878	0.756	0.937	0.364	0.916	0.967	0.747	0.857	0.704	0.803
RD4AD	Image AUC	1.000	0.897	0.981	0.992	0.883	0.992	0.873	0.779	0.995	0.861	0.992	1.000	0.968	0.836	0.495	0.903
	Image AP	1.000	0.939	0.994	0.997	0.865	0.998	0.952	0.941	0.999	0.929	0.996	1.000	0.993	0.958	0.711	0.951
	Pixel AUC	0.986	0.953	0.938	0.991	0.915	0.949	0.973	0.978	0.992	0.875	0.985	0.994	0.959	0.956	0.952	0.960
	Pixel AP	0.785	0.399	0.462	0.581	0.467	0.492	0.465	0.398	0.660	0.114	0.603	0.521	0.760	0.597	0.041	0.490
	Pixel PRO	0.955	0.850	0.824	0.921	0.797	0.922	0.916	0.906	0.965	0.626	0.945	0.978	0.903	0.928	0.817	0.883
SPADE	Image AUC	0.982	0.808	0.928	0.697	0.892	0.831	0.937	0.725	0.768	0.521	0.895	0.872	0.769	0.607	0.491	0.781
	Image AP	0.994	0.880	0.974	0.880	0.854	0.952	0.982	0.929	0.920	0.736	0.942	0.957	0.936	0.897	0.767	0.907
	Pixel AUC	0.970	0.896	0.857	0.991	0.797	0.921	0.983	0.983	0.974	0.852	0.984	0.992	0.941	0.952	0.960	0.937
	Pixel AP	0.697	0.192	0.265	0.586	0.234	0.409	0.532	0.364	0.513	0.036	0.630	0.483	0.636	0.464	0.037	0.405
	Pixel PRO	0.929	0.747	0.646	0.938	0.647	0.897	0.934	0.944	0.911	0.621	0.953	0.976	0.878	0.930	0.860	0.854
STPM	Image AUC	1.000	0.825	0.956	0.822	0.845	0.990	0.854	0.729	0.973	0.940	0.996	1.000	0.955	0.740	0.569	0.880
	Image AP	1.000	0.894	0.978	0.922	0.829	0.997	0.945	0.898	0.992	0.981	0.998	1.000	0.989	0.928	0.743	0.940
	Pixel AUC	0.984	0.928	0.975	0.987	0.778	0.962	0.981	0.967	0.990	0.936	0.981	0.995	0.962	0.960	0.951	0.956
	Pixel AP	0.764	0.456	0.685	0.468	0.339	0.562	0.508	0.243	0.676	0.312	0.547	0.509	0.746	0.553	0.044	0.494
	Pixel PRO	0.954	0.762	0.899	0.896	0.626	0.937	0.939	0.899	0.959	0.806	0.954	0.981	0.925	0.930	0.822	0.886
RegAD	Image AUC	0.998	0.843	0.789	0.984	0.927	0.965	1.000	0.987	0.785	0.634	0.996	0.958	0.886	0.995	0.935	0.912
	Image AP	0.999	0.892	0.926	0.995	0.974	0.981	1.000	0.997	0.952	0.815	0.999	0.984	0.859	0.999	0.979	0.957
	Pixel AUC	0.985	0.960	0.985	0.989	0.904	0.985	0.993	0.984	0.977	0.972	0.961	0.989	0.959	0.965	0.974	0.972
	Pixel AP	0.751	0.444	0.352	0.551	0.250	0.549	0.450	0.841	0.713	0.092	0.608	0.528	0.625	0.580	0.376	0.514
	Pixel PRO	0.938	0.829	0.915	0.951	0.799	0.916	0.975	0.940	0.938	0.897	0.855	0.906	0.890	0.891	0.906	0.903

The results with few-shot augmentation on MVTec AD

Few-Shot augmentation	MVTec AD	Bottle	cable	capsule	carpet	grid	hazelnut	leather	metal_nut	pill	screw	tile	toothbrush	transistor	wood	zipper	average
CFA-1	Image AUC	0.994	0.718	0.992	0.839	0.695	0.990	0.760	0.646	0.992	0.744	0.998	1.000	0.729	0.851	0.491	0.829
	Image AP	0.998	0.806	0.997	0.940	0.685	0.997	0.922	0.877	0.998	0.849	0.999	1.000	0.898	0.970	0.732	0.911
	Pixel AUC	0.983	0.933	0.943	0.981	0.857	0.909	0.964	0.971	0.991	0.695	0.981	0.993	0.933	0.968	0.934	0.936
	Pixel AP	0.760	0.291	0.437	0.592	0.388	0.356	0.388	0.188	0.606	0.012	0.574	0.465	0.584	0.687	0.020	0.423
	Pixel PRO	0.944	0.808	0.803	0.769	0.651	0.865	0.873	0.895	0.953	0.236	0.929	0.973	0.803	0.919	0.767	0.812
CFA-2	Image AUC	0.995	0.857	0.996	0.719	0.716	0.998	0.881	0.651	0.984	0.683	0.990	1.000	0.937	0.867	0.634	0.860
	Image AP	0.999	0.909	0.998	0.887	0.669	1.000	0.963	0.861	0.995	0.869	0.995	1.000	0.985	0.973	0.831	0.929
	Pixel AUC	0.984	0.943	0.945	0.953	0.864	0.934	0.968	0.971	0.990	0.731	0.985	0.993	0.963	0.983	0.954	0.944
	Pixel AP	0.765	0.466	0.437	0.343	0.359	0.377	0.419	0.186	0.619	0.044	0.592	0.455	0.764	0.769	0.039	0.442
	Pixel PRO	0.944	0.847	0.810	0.720	0.643	0.880	0.887	0.887	0.953	0.415	0.938	0.973	0.888	0.945	0.832	0.837
CFA-4	Image AUC	1.000	0.849	0.994	0.861	0.897	0.997	0.824	0.679	0.977	0.865	0.998	1.000	0.956	0.917	0.559	0.891
	Image AP	1.000	0.915	0.998	0.942	0.861	0.999	0.941	0.922	0.993	0.953	0.999	1.000	0.990	0.984	0.757	0.950
	Pixel AUC	0.984	0.943	0.947	0.981	0.929	0.928	0.965	0.971	0.988	0.856	0.987	0.992	0.967	0.986	0.958	0.959
	Pixel AP	0.753	0.496	0.435	0.559	0.537	0.354	0.382	0.328	0.540	0.209	0.614	0.403	0.789	0.787	0.038	0.482
	Pixel PRO	0.946	0.844	0.806	0.790	0.830	0.869	0.871	0.863	0.944	0.649	0.944	0.969	0.888	0.948	0.845	0.867
CFA-8	Image AUC	1.000	0.894	0.998	0.922	0.855	1.000	0.831	0.827	0.980	0.970	1.000	1.000	0.955	0.897	0.565	0.913
	Image AP	1.000	0.940	0.999	0.971	0.833	1.000	0.949	0.955	0.995	0.990	1.000	1.000	0.990	0.979	0.785	0.959
	Pixel AUC	0.985	0.939	0.942	0.985	0.936	0.927	0.974	0.982	0.988	0.935	0.988	0.992	0.967	0.984	0.961	0.966
	Pixel AP	0.751	0.529	0.412	0.560	0.579	0.353	0.426	0.393	0.544	0.262	0.612	0.409	0.791	0.776	0.093	0.499
	Pixel PRO	0.944	0.852	0.788	0.853	0.880	0.864	0.900	0.903	0.942	0.826	0.951	0.965	0.902	0.942	0.851	0.891
PatchCore-1	Image AUC	0.946	0.753	0.973	0.797	0.390	0.982	0.605	0.641	0.988	0.670	0.919	1.000	0.639	0.696	0.518	0.768
	Image AP	0.985	0.861	0.990	0.925	0.426	0.995	0.859	0.903	0.997	0.804	0.961	1.000	0.874	0.929	0.757	0.884
	Pixel AUC	0.955	0.896	0.923	0.967	0.682	0.915	0.874	0.850	0.990	0.670	0.968	0.991	0.874	0.897	0.881	0.889
	Pixel AP	0.662	0.335	0.407	0.611	0.244	0.391	0.211	0.107	0.589	0.010	0.464	0.395	0.522	0.439	0.015	0.360
	Pixel PRO	0.855	0.739	0.772	0.666	0.450	0.873	0.662	0.628	0.946	0.211	0.892	0.971	0.679	0.764	0.647	0.717
PatchCore-2	Image AUC	0.996	0.816	0.994	0.706	0.673	0.984	0.775	0.548	0.978	0.490	0.961	0.999	0.827	0.707	0.522	0.798
	Image AP	0.999	0.897	0.997	0.891	0.628	0.995	0.933	0.841	0.994	0.758	0.981	1.000	0.956	0.940	0.791	0.907
	Pixel AUC	0.975	0.919	0.938	0.967	0.744	0.908	0.924	0.897	0.989	0.632	0.972	0.992	0.899	0.937	0.888	0.905
	Pixel AP	0.712	0.459	0.423	0.476	0.270	0.370	0.340	0.129	0.558	0.010	0.490	0.401	0.603	0.639	0.017	0.393
	Pixel PRO	0.915	0.807	0.788	0.737	0.570	0.857	0.795	0.636	0.945	0.242	0.911	0.970	0.784	0.831	0.645	0.762
PatchCore-4	Image AUC	0.997	0.892	0.990	0.817	0.743	0.987	0.890	0.596	0.982	0.692	0.984	1.000	0.934	0.806	0.566	0.858
	Image AP	0.999	0.940	0.996	0.930	0.733	0.996	0.959	0.895	0.995	0.861	0.991	1.000	0.985	0.963	0.775	0.934
	Pixel AUC	0.978	0.924	0.940	0.976	0.796	0.904	0.949	0.934	0.989	0.723	0.978	0.991	0.941	0.953	0.832	0.920
	Pixel AP	0.714	0.504	0.427	0.568	0.418	0.372	0.409	0.245	0.553	0.014	0.523	0.388	0.727	0.656	0.017	0.436
	Pixel PRO	0.919	0.819	0.797	0.755	0.663	0.860	0.850	0.709	0.946	0.306	0.931	0.966	0.833	0.884	0.555	0.786
PatchCore-8	Image AUC	0.993	0.927	0.991	0.828	0.818	0.979	0.951	0.828	0.985	0.820	0.998	1.000	0.962	0.831	0.639	0.903
	Image AP	0.998	0.964	0.997	0.945	0.771	0.994	0.982	0.963	0.996	0.923	0.999	1.000	0.992	0.968	0.824	0.954
	Pixel AUC	0.981	0.935	0.941	0.982	0.825	0.900	0.979	0.933	0.989	0.834	0.984	0.992	0.962	0.940	0.916	0.939
	Pixel AP	0.718	0.545	0.423	0.589	0.441	0.362	0.510	0.351	0.554	0.055	0.564	0.400	0.804	0.661	0.079	0.470
	Pixel PRO	0.926	0.849	0.793	0.798	0.725	0.857	0.921	0.718	0.943	0.509	0.943	0.968	0.888	0.881	0.736	0.830

The results of semi-supervised methods with annotated images on MVTec AD

Semi-supervised	MVTec AD	Bottle	cable	capsule	carpet	grid	hazelnut	leather	metal_nut	pill	screw	tile	toothbrush	transistor	wood	zipper	average
DevNet-1	Image AUC	0.698	0.580	0.444	0.509	0.466	0.394	0.413	0.538	0.380	0.596	0.495	0.361	0.758	0.538	0.524	0.513
	Image AP	0.909	0.606	0.762	0.770	0.482	0.748	0.747	0.860	0.688	0.797	0.693	0.700	0.935	0.873	0.776	0.756
DRA-1	Image AUC	0.515	0.828	0.665	0.647	0.848	0.469	0.687	0.595	0.467	0.463	0.534	0.689	0.651	0.544	0.441	0.603
	Image AP	0.758	0.868	0.870	0.839	0.799	0.773	0.874	0.858	0.774	0.709	0.701	0.904	0.894	0.872	0.697	0.813
DevNet-2	Image AUC	0.831	0.565	0.814	0.655	0.742	0.945	0.734	0.597	0.758	0.646	0.816	0.446	0.598	0.744	0.622	0.701
	Image AP	0.955	0.604	0.931	0.870	0.738	0.980	0.921	0.898	0.926	0.838	0.909	0.797	0.879	0.940	0.813	0.867
DRA-2	Image AUC	0.618	0.828	0.915	0.702	0.865	0.514	0.728	0.628	0.653	0.629	0.671	0.824	0.597	0.548	0.505	0.682
	Image AP	0.834	0.875	0.969	0.886	0.774	0.822	0.910	0.893	0.845	0.826	0.794	0.936	0.884	0.870	0.774	0.859
DevNet-4	Image AUC	0.848	0.534	0.823	0.651	0.794	0.986	0.727	0.730	0.898	0.633	0.935	0.809	0.879	0.429	0.538	0.748
	Image AP	0.961	0.580	0.939	0.831	0.798	0.996	0.897	0.917	0.969	0.808	0.967	0.932	0.971	0.848	0.754	0.878
DRA-4	Image AUC	0.704	0.865	0.965	0.734	0.852	0.617	0.613	0.656	0.847	0.541	0.836	0.993	0.733	0.738	0.545	0.749
	Image AP	0.891	0.905	0.986	0.882	0.798	0.862	0.836	0.902	0.957	0.776	0.922	0.998	0.921	0.941	0.793	0.891
DevNet-5	Image AUC	0.961	0.821	0.918	0.783	0.777	0.993	0.640	0.659	0.973	0.614	0.678	0.952	0.776	0.720	0.662	0.795
	Image AP	0.990	0.886	0.974	0.916	0.798	0.998	0.827	0.914	0.992	0.789	0.836	0.985	0.946	0.940	0.787	0.905
DRA-5	Image AUC	0.897	0.857	0.829	0.731	0.792	0.757	0.735	0.715	0.801	0.588	0.593	0.992	0.772	0.754	0.640	0.763
	Image AP	0.968	0.912	0.931	0.886	0.709	0.922	0.918	0.917	0.941	0.797	0.774	0.998	0.935	0.928	0.824	0.891
DevNet-8	Image AUC	0.973	0.799	0.988	0.939	0.876	0.995	0.894	0.923	0.945	0.659	0.912	0.923	0.954	0.736	0.545	0.871
	Image AP	0.993	0.837	0.997	0.974	0.873	0.998	0.973	0.983	0.983	0.844	0.960	0.979	0.989	0.943	0.776	0.940
DRA-8	Image AUC	0.924	0.830	0.978	0.765	0.837	0.979	0.870	0.675	0.511	0.610	0.899	0.980	0.751	0.741	0.566	0.794
	Image AP	0.980	0.887	0.992	0.888	0.807	0.993	0.964	0.917	0.773	0.827	0.948	0.994	0.931	0.937	0.784	0.908
DevNet-10	Image AUC	1.000	0.599	0.999	0.855	0.821	0.974	0.995	0.882	0.949	0.629	0.961	1.000	0.987	0.807	0.612	0.871
	Image AP	1.000	0.650	1.000	0.954	0.828	0.992	0.999	0.977	0.984	0.859	0.979	1.000	0.997	0.961	0.779	0.931
DRA-10	Image AUC	0.962	0.814	0.849	0.614	0.792	0.994	0.976	0.775	0.855	0.579	0.964	1.000	0.767	0.779	0.608	0.822
	Image AP	0.989	0.874	0.942	0.850	0.743	0.998	0.993	0.952	0.957	0.847	0.979	1.000	0.932	0.943	0.826	0.922

The results of vanilla setting on MVTec LOCO-AD

Vanilla	MVTec LOCO-AD	breakfast_box	juice_bottle	pushpins	screw_bag	splicing_connectors	average
CFA	Structural AUC	0.703	0.965	0.841	0.843	0.903	0.851
	Logical AUC	0.765	0.934	0.679	0.653	0.807	0.768
	Mean AUC	0.734	0.949	0.760	0.748	0.855	0.809
	Structural sPRO 0.01	0.283	0.587	0.398	0.321	0.506	0.419
	Logical sPRO 0.01	0.303	0.557	0.204	0.115	0.385	0.313
	Mean sPRO 0.01	0.293	0.572	0.301	0.218	0.445	0.366
	Structural sPRO 0.05	0.526	0.826	0.525	0.515	0.735	0.625
	Logical sPRO 0.05	0.486	0.754	0.505	0.315	0.620	0.536
	Mean sPRO 0.05	0.506	0.790	0.515	0.415	0.677	0.581
	Structural sPRO 0.1	0.614	0.869	0.579	0.621	0.791	0.695
	Logical sPRO 0.1	0.589	0.844	0.657	0.410	0.719	0.644
	Mean sPRO 0.1	0.602	0.857	0.618	0.515	0.755	0.669
	Structural sPRO 0.3	0.729	0.909	0.678	0.773	0.859	0.790
	Logical sPRO 0.3	0.748	0.940	0.853	0.591	0.863	0.799
	Mean sPRO 0.3	0.739	0.925	0.766	0.682	0.861	0.795
	Structural sPRO 1.0	0.869	0.953	0.852	0.913	0.927	0.903
	Logical sPRO 1.0	0.904	0.982	0.955	0.833	0.958	0.926
	Mean sPRO 1.0	0.886	0.967	0.903	0.873	0.942	0.915
CSFlow	Structural AUC	0.924	0.997	0.653	0.712	0.950	0.847
	Logical AUC	0.852	0.992	0.572	0.588	0.910	0.783
	Mean AUC	0.888	0.994	0.613	0.650	0.930	0.815
	Structural sPRO	-	-	-	-	-	-
	Logical sPRO	-	-	-	-	-	-
	Mean sPRO	-	-	-	-	-	-
CutPaste	Structural AUC	0.905	0.957	0.771	0.831	0.869	0.867
	Logical AUC	0.823	0.893	0.680	0.729	0.769	0.779
	Mean AUC	0.864	0.925	0.726	0.780	0.819	0.823
	Structural sPRO	-	-	-	-	-	-
	Logical sPRO	-	-	-	-	-	-
	Mean sPRO	-	-	-	-	-	-
DRAEM	Structural AUC	0.690	0.806	0.787	0.768	0.670	0.744
	Logical AUC	0.778	0.932	0.595	0.668	0.668	0.728
	Mean AUC	0.734	0.869	0.691	0.718	0.669	0.736
	Structural sPRO 0.01	0.193	0.279	0.260	0.077	0.135	0.189
	Logical sPRO 0.01	0.336	0.486	0.185	0.056	0.169	0.246
	Mean sPRO 0.01	0.264	0.382	0.222	0.067	0.152	0.217
	Structural sPRO 0.05	0.432	0.624	0.390	0.181	0.361	0.398
	Logical sPRO 0.05	0.451	0.841	0.398	0.233	0.345	0.454
	Mean sPRO 0.05	0.442	0.733	0.394	0.207	0.353	0.426
	Structural sPRO 0.1	0.542	0.774	0.459	0.295	0.491	0.512
	Logical sPRO 0.1	0.525	0.917	0.546	0.355	0.494	0.567
	Mean sPRO 0.1	0.533	0.846	0.502	0.325	0.493	0.540
	Structural sPRO 0.3	0.716	0.922	0.616	0.615	0.687	0.711
	Logical sPRO 0.3	0.687	0.972	0.797	0.612	0.734	0.760
	Mean sPRO 0.3	0.702	0.947	0.706	0.613	0.711	0.736
	Structural sPRO 1.0	0.890	0.977	0.848	0.881	0.888	0.897
	Logical sPRO 1.0	0.885	0.992	0.938	0.874	0.911	0.920
	Mean sPRO 1.0	0.888	0.984	0.893	0.877	0.899	0.908
FastFlow	Structural AUC	0.538	0.809	0.676	0.764	0.773	0.712
	Logical AUC	0.649	0.885	0.651	0.680	0.769	0.727
	Mean AUC	0.593	0.847	0.664	0.722	0.771	0.720
	Structural sPRO 0.01	0.071	0.328	0.155	0.097	0.316	0.193
	Logical sPRO 0.01	0.007	0.323	0.176	0.014	0.341	0.172
	Mean sPRO 0.01	0.039	0.326	0.165	0.055	0.328	0.183
	Structural sPRO 0.05	0.176	0.540	0.314	0.165	0.586	0.356
	Logical sPRO 0.05	0.067	0.518	0.439	0.125	0.643	0.359
	Mean sPRO 0.05	0.122	0.529	0.377	0.145	0.614	0.357
	Structural sPRO 0.1	0.266	0.631	0.403	0.218	0.704	0.445
	Logical sPRO 0.1	0.184	0.655	0.587	0.223	0.780	0.486
	Mean sPRO 0.1	0.225	0.643	0.495	0.220	0.742	0.465
	Structural sPRO 0.3	0.496	0.762	0.595	0.371	0.844	0.614
	Logical sPRO 0.3	0.415	0.849	0.820	0.408	0.915	0.681
	Mean sPRO 0.3	0.455	0.806	0.708	0.390	0.879	0.648
	Structural sPRO 1.0	0.774	0.894	0.830	0.713	0.941	0.830
	Logical sPRO 1.0	0.685	0.954	0.945	0.747	0.974	0.861
	Mean sPRO 1.0	0.729	0.924	0.888	0.730	0.957	0.846
FAVAE	Structural AUC	0.608	0.746	0.659	0.449	0.679	0.628
	Logical AUC	0.647	0.763	0.680	0.486	0.717	0.659
	Mean AUC	0.628	0.754	0.670	0.468	0.698	0.643
	Structural sPRO 0.01	0.199	0.331	0.088	0.061	0.157	0.167
	Logical sPRO 0.01	0.057	0.402	0.259	0.134	0.337	0.238
	Mean sPRO 0.01	0.128	0.367	0.173	0.097	0.247	0.202
	Structural sPRO 0.05	0.393	0.639	0.267	0.224	0.438	0.392
	Logical sPRO 0.05	0.184	0.738	0.465	0.479	0.638	0.501
	Mean sPRO 0.05	0.289	0.688	0.366	0.351	0.538	0.446
	Structural sPRO 0.1	0.498	0.751	0.377	0.425	0.607	0.532
	Logical sPRO 0.1	0.287	0.854	0.551	0.658	0.750	0.620
	Mean sPRO 0.1	0.393	0.802	0.464	0.542	0.678	0.576
	Structural sPRO 0.3	0.668	0.888	0.614	0.776	0.838	0.757
	Logical sPRO 0.3	0.559	0.949	0.738	0.856	0.884	0.797
	Mean sPRO 0.3	0.613	0.918	0.676	0.816	0.861	0.777
	Structural sPRO 1.0	0.881	0.966	0.864	0.933	0.951	0.919
	Logical sPRO 1.0	0.858	0.985	0.916	0.955	0.955	0.934
	Mean sPRO 1.0	0.870	0.975	0.890	0.944	0.953	0.927
PaDiM	Structural AUC	0.569	0.871	0.751	0.697	0.637	0.705
	Logical AUC	0.581	0.890	0.512	0.534	0.666	0.637
	Mean AUC	0.575	0.881	0.632	0.615	0.651	0.671
	Structural sPRO 0.01	0.252	0.565	0.124	0.198	0.173	0.262
	Logical sPRO 0.01	0.198	0.560	0.096	0.121	0.244	0.244
	Mean sPRO 0.01	0.225	0.562	0.110	0.160	0.208	0.253
	Structural sPRO 0.05	0.557	0.798	0.344	0.464	0.463	0.525
	Logical sPRO 0.05	0.432	0.855	0.308	0.452	0.537	0.517
	Mean sPRO 0.05	0.494	0.826	0.326	0.458	0.500	0.521
	Structural sPRO 0.1	0.660	0.863	0.482	0.633	0.643	0.656
	Logical sPRO 0.1	0.516	0.924	0.410	0.622	0.710	0.636
	Mean sPRO 0.1	0.588	0.893	0.446	0.628	0.677	0.646
	Structural sPRO 0.3	0.802	0.935	0.714	0.860	0.852	0.833
	Logical sPRO 0.3	0.695	0.974	0.515	0.815	0.880	0.776
	Mean sPRO 0.3	0.749	0.955	0.614	0.838	0.866	0.804
	Structural sPRO 1.0	0.933	0.980	0.901	0.958	0.955	0.946
	Logical sPRO 1.0	0.901	0.992	0.767	0.937	0.960	0.912
	Mean sPRO 1.0	0.917	0.986	0.834	0.948	0.958	0.929
PatchCore	Structural AUC	0.726	0.893	0.787	0.924	0.772	0.820
	Logical AUC	0.828	0.829	0.617	0.573	0.601	0.690
	Mean AUC	0.777	0.861	0.702	0.748	0.687	0.755
	Structural sPRO 0.01	0.231	0.209	0.079	0.265	0.116	0.180
	Logical sPRO 0.01	0.250	0.081	0.139	0.142	0.223	0.167
	Mean sPRO 0.01	0.240	0.145	0.109	0.204	0.169	0.173
	Structural sPRO 0.05	0.367	0.458	0.172	0.499	0.228	0.345
	Logical sPRO 0.05	0.395	0.330	0.274	0.403	0.298	0.340
	Mean sPRO 0.05	0.381	0.394	0.223	0.451	0.263	0.343
	Structural sPRO 0.1	0.452	0.555	0.228	0.595	0.309	0.428
	Logical sPRO 0.1	0.481	0.527	0.365	0.548	0.382	0.460
	Mean sPRO 0.1	0.466	0.541	0.297	0.572	0.345	0.444
	Structural sPRO 0.3	0.699	0.711	0.374	0.762	0.549	0.619
	Logical sPRO 0.3	0.705	0.761	0.616	0.764	0.661	0.701
	Mean sPRO 0.3	0.702	0.736	0.495	0.763	0.605	0.660
	Structural sPRO 1.0	0.902	0.893	0.705	0.916	0.838	0.851
	Logical sPRO 1.0	0.906	0.922	0.871	0.922	0.888	0.902
	Mean sPRO 1.0	0.904	0.908	0.788	0.919	0.863	0.876
RD4AD	Structural AUC	0.676	0.965	0.879	0.922	0.959	0.880
	Logical AUC	0.697	0.912	0.611	0.502	0.748	0.694
	Mean AUC	0.687	0.939	0.745	0.712	0.853	0.787
	Structural sPRO 0.01	0.288	0.699	0.595	0.619	0.733	0.587
	Logical sPRO 0.01	0.225	0.449	0.265	0.103	0.350	0.278
	Mean sPRO 0.01	0.256	0.574	0.430	0.361	0.542	0.433
	Structural sPRO 0.05	0.477	0.870	0.819	0.820	0.898	0.777
	Logical sPRO 0.05	0.369	0.806	0.423	0.327	0.562	0.497
	Mean sPRO 0.05	0.423	0.838	0.621	0.574	0.730	0.637
	Structural sPRO 0.1	0.569	0.915	0.879	0.879	0.940	0.836
	Logical sPRO 0.1	0.463	0.902	0.538	0.466	0.670	0.608
	Mean sPRO 0.1	0.516	0.908	0.709	0.673	0.805	0.722
	Structural sPRO 0.3	0.744	0.966	0.941	0.950	0.978	0.916
	Logical sPRO 0.3	0.659	0.967	0.730	0.729	0.833	0.784
	Mean sPRO 0.3	0.701	0.966	0.835	0.840	0.906	0.850
	Structural sPRO 1.0	0.918	0.990	0.978	0.985	0.994	0.973
	Logical sPRO 1.0	0.889	0.990	0.911	0.916	0.941	0.929
	Mean sPRO 1.0	0.904	0.990	0.945	0.950	0.967	0.951
SPADE	Structural AUC	0.643	0.920	0.722	0.656	0.804	0.749
	Logical AUC	0.617	0.840	0.529	0.563	0.714	0.653
	Mean AUC	0.630	0.880	0.626	0.609	0.759	0.701
	Structural sPRO 0.01	0.246	0.680	0.325	0.281	0.562	0.419
	Logical sPRO 0.01	0.031	0.280	0.213	0.102	0.348	0.195
	Mean sPRO 0.01	0.139	0.480	0.269	0.192	0.455	0.307
	Structural sPRO 0.05	0.393	0.850	0.485	0.538	0.781	0.609
	Logical sPRO 0.05	0.093	0.618	0.370	0.471	0.598	0.430
	Mean sPRO 0.05	0.243	0.734	0.427	0.504	0.689	0.520
	Structural sPRO 0.1	0.486	0.896	0.588	0.681	0.861	0.702
	Logical sPRO 0.1	0.176	0.766	0.425	0.655	0.715	0.548
	Mean sPRO 0.1	0.331	0.831	0.507	0.668	0.788	0.625
	Structural sPRO 0.3	0.726	0.953	0.772	0.856	0.942	0.850
	Logical sPRO 0.3	0.494	0.917	0.493	0.838	0.836	0.715
	Mean sPRO 0.3	0.610	0.935	0.632	0.847	0.889	0.783
	Structural sPRO 1.0	0.911	0.986	0.918	0.952	0.983	0.950
	Logical sPRO 1.0	0.828	0.975	0.790	0.945	0.933	0.894
	Mean sPRO 1.0	0.870	0.980	0.854	0.949	0.958	0.922
STPM	Structural AUC	0.484	0.919	0.816	0.774	0.823	0.763
	Logical AUC	0.530	0.785	0.560	0.577	0.535	0.597
	Mean AUC	0.507	0.852	0.688	0.676	0.679	0.680
	Structural sPRO 0.01	0.033	0.599	0.434	0.340	0.495	0.380
	Logical sPRO 0.01	0.086	0.213	0.174	0.063	0.154	0.138
	Mean sPRO 0.01	0.059	0.406	0.304	0.202	0.324	0.259
	Structural sPRO 0.05	0.105	0.803	0.550	0.483	0.705	0.529
	Logical sPRO 0.05	0.178	0.505	0.320	0.213	0.421	0.328
	Mean sPRO 0.05	0.142	0.654	0.435	0.348	0.563	0.428
	Structural sPRO 0.1	0.169	0.853	0.621	0.570	0.813	0.605
	Logical sPRO 0.1	0.245	0.667	0.408	0.328	0.587	0.447
	Mean sPRO 0.1	0.207	0.760	0.515	0.449	0.700	0.526
	Structural sPRO 0.3	0.351	0.912	0.765	0.733	0.935	0.739
	Logical sPRO 0.3	0.456	0.867	0.602	0.537	0.791	0.651
	Mean sPRO 0.3	0.403	0.889	0.684	0.635	0.863	0.695
	Structural sPRO 1.0	0.740	0.965	0.914	0.900	0.980	0.900
	Logical sPRO 1.0	0.810	0.960	0.855	0.814	0.917	0.871
	Mean sPRO 1.0	0.775	0.962	0.885	0.857	0.949	0.886

The results of vanilla setting on MPDD

Vanilla	MPDD	bracket_black	bracket_brown	bracket_white	connector	metal_plate	tubes	average
CFA	Image AUC	0.828	0.967	0.912	0.952	1.000	0.877	0.923
	Image AP	0.905	0.964	0.926	0.805	1.000	0.934	0.922
	Pixel AUC	0.882	0.936	0.942	0.972	0.985	0.972	0.948
	Pixel AP	0.028	0.189	0.010	0.237	0.898	0.334	0.283
	Pixel PRO	0.823	0.714	0.731	0.911	0.915	0.900	0.832
CSFlow	Image AUC	0.978	0.993	0.972	0.971	0.985	0.937	0.973
	Image AP	0.976	0.996	0.971	0.894	0.995	0.974	0.968
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
CutPaste	Image AUC	0.534	0.600	0.624	0.962	1.000	0.909	0.771
	Image AP	0.626	0.733	0.573	0.903	1.000	0.964	0.800
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
DRAEM	Image AUC	0.868	0.928	0.880	1.000	1.000	0.970	0.941
	Image AP	0.916	0.944	0.919	1.000	1.000	0.985	0.961
	Pixel AUC	0.981	0.681	0.977	0.944	0.975	0.951	0.918
	Pixel AP	0.043	0.011	0.025	0.066	0.935	0.649	0.288
	Pixel PRO	0.935	0.453	0.735	0.825	0.907	0.834	0.781
FastFlow	Image AUC	0.948	0.964	0.964	0.874	0.937	0.633	0.887
	Image AP	0.959	0.955	0.966	0.618	0.976	0.813	0.881
	Pixel AUC	0.710	0.616	0.867	0.857	0.935	0.863	0.808
	Pixel AP	0.002	0.005	0.001	0.021	0.618	0.042	0.115
	Pixel PRO	0.459	0.179	0.522	0.533	0.708	0.586	0.498
FAVAE	Image AUC	0.672	0.479	0.390	0.912	0.453	0.517	0.570
	Image AP	0.776	0.627	0.516	0.816	0.749	0.749	0.705
	Pixel AUC	0.943	0.958	0.926	0.980	0.783	0.849	0.906
	Pixel AP	0.007	0.059	0.001	0.154	0.220	0.088	0.088
	Pixel PRO	0.791	0.873	0.759	0.932	0.381	0.499	0.706
PaDiM	Image AUC	0.685	0.722	0.846	0.848	0.545	0.591	0.706
	Image AP	0.815	0.811	0.841	0.637	0.822	0.778	0.784
	Pixel AUC	0.949	0.953	0.978	0.979	0.942	0.931	0.955
	Pixel AP	0.009	0.074	0.036	0.205	0.534	0.074	0.155
	Pixel PRO	0.863	0.839	0.878	0.926	0.815	0.769	0.848
PatchCore	Image AUC	0.884	0.961	0.934	1.000	1.000	0.907	0.948
	Image AP	0.932	0.976	0.949	1.000	1.000	0.965	0.970
	Pixel AUC	0.986	0.980	0.999	0.995	0.990	0.991	0.990
	Pixel AP	0.061	0.239	0.038	0.701	0.932	0.621	0.432
	Pixel PRO	0.942	0.936	0.919	0.975	0.919	0.941	0.939
RD4AD	Image AUC	0.860	0.919	0.820	1.000	1.000	0.963	0.927
	Image AP	0.920	0.952	0.859	1.000	1.000	0.986	0.953
	Pixel AUC	0.980	0.976	0.986	0.995	0.990	0.992	0.987
	Pixel AP	0.121	0.253	0.013	0.660	0.925	0.761	0.455
	Pixel PRO	0.946	0.956	0.935	0.975	0.951	0.959	0.953
SPADE	Image AUC	0.655	0.885	0.760	0.781	0.998	0.627	0.784
	Image AP	0.766	0.913	0.801	0.631	0.999	0.781	0.815
	Pixel AUC	0.984	0.988	0.975	0.986	0.977	0.980	0.982
	Pixel AP	0.060	0.332	0.015	0.353	0.792	0.500	0.342
	Pixel PRO	0.931	0.958	0.876	0.950	0.915	0.927	0.926
STPM	Image AUC	0.832	0.738	0.784	1.000	1.000	0.899	0.876
	Image AP	0.895	0.805	0.822	1.000	1.000	0.959	0.914
	Pixel AUC	0.962	0.968	0.987	0.991	0.992	0.988	0.981
	Pixel AP	0.113	0.074	0.013	0.482	0.947	0.499	0.354
	Pixel PRO	0.911	0.930	0.936	0.965	0.951	0.944	0.939

The results with 0.05 noise ratio on MPDD

Noisy 0.05	MPDD	bracket_black	bracket_brown	bracket_white	connector	metal_plate	tubes	average
CFA	Image AUC	0.778	0.882	0.859	0.991	0.999	0.854	0.894
	Image AP	0.875	0.886	0.873	0.984	1.000	0.926	0.924
	Pixel AUC	0.831	0.940	0.814	0.966	0.981	0.961	0.915
	Pixel AP	0.021	0.155	0.002	0.256	0.840	0.312	0.264
	Pixel PRO	0.778	0.791	0.567	0.898	0.911	0.860	0.801
CSFlow	Image AUC	0.567	0.535	0.687	0.969	0.969	0.913	0.773
	Image AP	0.692	0.702	0.715	0.956	0.983	0.965	0.835
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
CutPaste	Image AUC	0.567	0.535	0.687	0.969	0.969	0.913	0.773
	Image AP	0.692	0.702	0.715	0.956	0.983	0.965	0.835
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
DRAEM	Image AUC	0.641	0.816	0.733	0.775	0.992	0.901	0.810
	Image AP	0.720	0.869	0.692	0.716	0.997	0.952	0.825
	Pixel AUC	0.862	0.539	0.974	0.860	0.946	0.951	0.855
	Pixel AP	0.008	0.007	0.007	0.165	0.762	0.572	0.253
	Pixel PRO	0.704	0.467	0.887	0.709	0.853	0.856	0.746
FastFlow	Image AUC	0.760	0.872	0.967	0.888	0.845	0.687	0.836
	Image AP	0.830	0.887	0.963	0.662	0.927	0.849	0.853
	Pixel AUC	0.784	0.762	0.816	0.854	0.853	0.759	0.805
	Pixel AP	0.003	0.010	0.001	0.020	0.357	0.018	0.068
	Pixel PRO	0.564	0.425	0.494	0.515	0.529	0.380	0.484
FAVAE	Image AUC	0.666	0.452	0.410	0.665	0.574	0.451	0.536
	Image AP	0.787	0.613	0.478	0.506	0.786	0.714	0.647
	Pixel AUC	0.938	0.959	0.924	0.962	0.840	0.847	0.912
	Pixel AP	0.006	0.058	0.001	0.081	0.286	0.092	0.087
	Pixel PRO	0.773	0.878	0.769	0.867	0.510	0.494	0.715
IGD	Image AUC	0.637	0.802	0.897	0.862	0.984	0.600	0.797
	Image AP	0.722	0.810	0.898	0.749	0.994	0.791	0.827
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
PaDiM	Image AUC	0.685	0.686	0.783	0.855	0.525	0.513	0.675
	Image AP	0.807	0.802	0.721	0.765	0.798	0.702	0.766
	Pixel AUC	0.941	0.952	0.963	0.979	0.942	0.916	0.949
	Pixel AP	0.008	0.062	0.008	0.216	0.524	0.053	0.145
	Pixel PRO	0.851	0.860	0.855	0.925	0.814	0.715	0.836
PatchCore	Image AUC	0.763	0.923	0.841	0.738	1.000	0.877	0.857
	Image AP	0.834	0.948	0.843	0.596	1.000	0.952	0.862
	Pixel AUC	0.942	0.984	0.974	0.753	0.980	0.980	0.936
	Pixel AP	0.045	0.186	0.001	0.231	0.821	0.562	0.308
	Pixel PRO	0.876	0.932	0.893	0.726	0.932	0.929	0.881
RD4AD	Image AUC	0.764	0.888	0.881	1.000	0.998	0.924	0.909
	Image AP	0.865	0.930	0.909	1.000	0.999	0.973	0.946
	Pixel AUC	0.976	0.981	0.964	0.996	0.988	0.984	0.981
	Pixel AP	0.115	0.195	0.007	0.655	0.896	0.765	0.439
	Pixel PRO	0.938	0.959	0.914	0.977	0.950	0.926	0.944
SPADE	Image AUC	0.625	0.873	0.792	0.800	0.998	0.615	0.784
	Image AP	0.756	0.902	0.828	0.679	0.999	0.785	0.825
	Pixel AUC	0.976	0.986	0.962	0.986	0.976	0.961	0.975
	Pixel AP	0.059	0.305	0.004	0.368	0.785	0.481	0.333
	Pixel PRO	0.914	0.953	0.864	0.950	0.914	0.894	0.915
STPM	Image AUC	0.809	0.735	0.806	0.991	1.000	0.830	0.862
	Image AP	0.890	0.808	0.849	0.984	1.000	0.928	0.910
	Pixel AUC	0.965	0.966	0.982	0.991	0.991	0.982	0.979
	Pixel AP	0.075	0.074	0.008	0.453	0.929	0.457	0.333
	Pixel PRO	0.915	0.918	0.934	0.964	0.953	0.919	0.934

The results with 0.1 noise ratio on MPDD

Noisy 0.1	MPDD	bracket_black	bracket_brown	bracket_white	connector	metal_plate	tubes	average
CFA	Image AUC	0.707	0.829	0.734	0.831	0.986	0.761	0.808
	Image AP	0.838	0.870	0.737	0.621	0.995	0.871	0.822
	Pixel AUC	0.756	0.927	0.882	0.875	0.963	0.937	0.890
	Pixel AP	0.014	0.109	0.002	0.086	0.731	0.212	0.192
	Pixel PRO	0.617	0.738	0.591	0.720	0.877	0.807	0.725
CSFlow	Image AUC	0.500	0.851	0.881	0.902	0.930	0.672	0.789
	Image AP	0.597	0.917	0.858	0.858	0.971	0.820	0.837
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
CutPaste	Image AUC	0.440	0.508	0.505	0.836	0.990	0.749	0.671
	Image AP	0.614	0.680	0.470	0.671	0.997	0.869	0.717
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
DRAEM	Image AUC	0.623	0.784	0.726	0.575	0.990	0.859	0.760
	Image AP	0.597	0.826	0.622	0.179	0.996	0.914	0.689
	Pixel AUC	0.898	0.747	0.979	0.885	0.880	0.927	0.886
	Pixel AP	0.014	0.021	0.030	0.039	0.678	0.462	0.207
	Pixel PRO	0.840	0.611	0.725	0.712	0.706	0.821	0.736
FastFlow	Image AUC	0.653	0.869	0.814	0.742	0.690	0.581	0.725
	Image AP	0.771	0.937	0.748	0.501	0.850	0.744	0.759
	Pixel AUC	0.795	0.801	0.888	0.898	0.706	0.818	0.818
	Pixel AP	0.003	0.015	0.001	0.027	0.204	0.039	0.048
	Pixel PRO	0.611	0.393	0.624	0.682	0.386	0.542	0.540
FAVAE	Image AUC	0.569	0.480	0.239	0.556	0.500	0.511	0.476
	Image AP	0.708	0.683	0.348	0.377	0.779	0.733	0.605
	Pixel AUC	0.918	0.961	0.916	0.943	0.844	0.850	0.905
	Pixel AP	0.005	0.070	0.001	0.040	0.288	0.090	0.082
	Pixel PRO	0.712	0.887	0.751	0.809	0.509	0.502	0.695
IGD	Image AUC	0.569	0.790	0.812	0.987	0.974	0.583	0.786
	Image AP	0.698	0.815	0.785	0.972	0.989	0.757	0.836
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
PaDiM	Image AUC	0.598	0.646	0.565	0.707	0.469	0.497	0.580
	Image AP	0.746	0.780	0.523	0.500	0.787	0.681	0.669
	Pixel AUC	0.938	0.947	0.963	0.955	0.943	0.928	0.946
	Pixel AP	0.008	0.064	0.013	0.061	0.527	0.065	0.123
	Pixel PRO	0.844	0.833	0.862	0.856	0.814	0.760	0.828
PatchCore	Image AUC	0.742	0.901	0.705	0.633	1.000	0.759	0.790
	Image AP	0.782	0.897	0.690	0.293	1.000	0.883	0.758
	Pixel AUC	0.909	0.981	0.921	0.680	0.980	0.881	0.892
	Pixel AP	0.041	0.127	0.002	0.019	0.818	0.397	0.234
	Pixel PRO	0.862	0.930	0.731	0.609	0.930	0.777	0.807
RD4AD	Image AUC	0.736	0.856	0.727	0.853	0.996	0.854	0.837
	Image AP	0.829	0.929	0.759	0.854	0.998	0.944	0.886
	Pixel AUC	0.975	0.979	0.954	0.953	0.986	0.975	0.970
	Pixel AP	0.075	0.207	0.004	0.330	0.883	0.720	0.370
	Pixel PRO	0.937	0.953	0.851	0.856	0.949	0.896	0.907
SPADE	Image AUC	0.579	0.833	0.711	0.724	0.998	0.523	0.728
	Image AP	0.713	0.896	0.760	0.564	0.999	0.695	0.771
	Pixel AUC	0.975	0.983	0.955	0.905	0.973	0.930	0.954
	Pixel AP	0.069	0.286	0.003	0.216	0.772	0.422	0.295
	Pixel PRO	0.909	0.938	0.844	0.754	0.910	0.842	0.866
STPM	Image AUC	0.755	0.752	0.756	0.822	0.999	0.896	0.830
	Image AP	0.862	0.835	0.794	0.749	1.000	0.953	0.865
	Pixel AUC	0.964	0.965	0.977	0.976	0.991	0.981	0.976
	Pixel AP	0.071	0.072	0.005	0.273	0.937	0.456	0.302
	Pixel PRO	0.908	0.914	0.911	0.923	0.956	0.922	0.922

The results with 0.15 noise ratio on MPDD

Noisy 0.15	MPDD	bracket_black	bracket_brown	bracket_white	connector	metal_plate	tubes	average
CFA	Image AUC	0.696	0.839	0.817	0.913	0.971	0.801	0.839
	Image AP	0.850	0.847	0.813	0.837	0.990	0.892	0.871
	Pixel AUC	0.744	0.916	0.920	0.940	0.965	0.933	0.903
	Pixel AP	0.013	0.086	0.004	0.180	0.723	0.263	0.212
	Pixel PRO	0.629	0.729	0.662	0.847	0.865	0.791	0.754
CSFlow	Image AUC	0.804	0.790	0.923	0.976	0.901	0.771	0.861
	Image AP	0.856	0.871	0.930	0.947	0.954	0.891	0.908
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
CutPaste	Image AUC	0.366	0.512	0.513	0.830	0.947	0.747	0.653
	Image AP	0.630	0.624	0.532	0.665	0.971	0.891	0.718
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
DRAEM	Image AUC	0.669	0.784	0.564	0.650	0.850	0.839	0.726
	Image AP	0.507	0.729	0.364	0.226	0.919	0.916	0.610
	Pixel AUC	0.861	0.605	0.988	0.832	0.835	0.936	0.843
	Pixel AP	0.007	0.007	0.017	0.026	0.494	0.491	0.174
	Pixel PRO	0.759	0.465	0.897	0.597	0.661	0.839	0.703
FastFlow	Image AUC	0.585	0.719	0.840	0.814	0.755	0.636	0.725
	Image AP	0.736	0.795	0.857	0.649	0.881	0.800	0.786
	Pixel AUC	0.832	0.685	0.887	0.904	0.781	0.775	0.811
	Pixel AP	0.005	0.011	0.002	0.037	0.255	0.021	0.055
	Pixel PRO	0.701	0.377	0.578	0.683	0.417	0.441	0.533
FAVAE	Image AUC	0.598	0.504	0.313	0.668	0.340	0.468	0.482
	Image AP	0.769	0.649	0.450	0.541	0.686	0.678	0.629
	Pixel AUC	0.945	0.967	0.907	0.945	0.832	0.842	0.906
	Pixel AP	0.008	0.086	0.001	0.057	0.272	0.055	0.080
	Pixel PRO	0.798	0.879	0.728	0.814	0.506	0.478	0.701
IGD	Image AUC	0.493	0.776	0.877	0.984	0.990	0.612	0.789
	Image AP	0.690	0.801	0.879	0.971	0.997	0.758	0.849
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
PaDiM	Image AUC	0.529	0.727	0.617	0.810	0.490	0.582	0.626
	Image AP	0.720	0.795	0.633	0.622	0.773	0.728	0.712
	Pixel AUC	0.933	0.948	0.958	0.974	0.942	0.938	0.949
	Pixel AP	0.008	0.056	0.007	0.130	0.524	0.092	0.136
	Pixel PRO	0.831	0.835	0.837	0.911	0.814	0.789	0.836
PatchCore	Image AUC	0.661	0.904	0.490	0.858	0.998	0.780	0.782
	Image AP	0.560	0.862	0.421	0.586	0.999	0.894	0.720
	Pixel AUC	0.879	0.982	0.918	0.810	0.973	0.876	0.906
	Pixel AP	0.019	0.125	0.002	0.149	0.756	0.475	0.254
	Pixel PRO	0.809	0.912	0.683	0.700	0.905	0.784	0.799
RD4AD	Image AUC	0.636	0.830	0.663	0.925	0.994	0.908	0.826
	Image AP	0.805	0.859	0.692	0.863	0.998	0.962	0.863
	Pixel AUC	0.974	0.979	0.971	0.982	0.985	0.971	0.977
	Pixel AP	0.066	0.126	0.007	0.447	0.878	0.723	0.374
	Pixel PRO	0.932	0.950	0.883	0.938	0.947	0.890	0.923
SPADE	Image AUC	0.536	0.842	0.760	0.743	0.996	0.542	0.737
	Image AP	0.710	0.873	0.820	0.640	0.999	0.703	0.791
	Pixel AUC	0.974	0.983	0.957	0.937	0.975	0.939	0.961
	Pixel AP	0.070	0.268	0.004	0.288	0.777	0.447	0.309
	Pixel PRO	0.906	0.939	0.836	0.834	0.914	0.854	0.880
STPM	Image AUC	0.766	0.733	0.815	0.964	1.000	0.814	0.848
	Image AP	0.886	0.787	0.884	0.941	1.000	0.916	0.902
	Pixel AUC	0.966	0.955	0.983	0.986	0.992	0.954	0.973
	Pixel AP	0.065	0.056	0.008	0.387	0.949	0.387	0.309
	Pixel PRO	0.909	0.892	0.919	0.951	0.953	0.832	0.909

The results with 0.2 noise ratio on MPDD

Noisy 0.2	MPDD	bracket_black	bracket_brown	bracket_white	connector	metal_plate	tubes	average
CFA	Image AUC	0.696	0.752	0.653	0.901	0.914	0.773	0.782
	Image AP	0.850	0.786	0.669	0.823	0.961	0.853	0.824
	Pixel AUC	0.744	0.892	0.834	0.927	0.935	0.949	0.880
	Pixel AP	0.013	0.058	0.001	0.108	0.637	0.192	0.168
	Pixel PRO	0.629	0.649	0.453	0.807	0.832	0.830	0.700
CSFlow	Image AUC	0.404	0.704	0.822	0.980	0.795	0.654	0.727
	Image AP	0.625	0.789	0.809	0.959	0.914	0.825	0.820
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
CutPaste	Image AUC	0.366	0.347	0.725	0.854	0.996	0.810	0.683
	Image AP	0.630	0.558	0.802	0.770	0.998	0.893	0.775
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
DRAEM	Image AUC	0.362	0.668	0.758	0.700	0.830	0.839	0.693
	Image AP	0.365	0.544	0.412	0.402	0.918	0.916	0.593
	Pixel AUC	0.798	0.632	0.984	0.944	0.836	0.936	0.855
	Pixel AP	0.008	0.013	0.019	0.073	0.434	0.491	0.173
	Pixel PRO	0.531	0.571	0.811	0.831	0.664	0.839	0.708
FastFlow	Image AUC	0.585	0.795	0.803	0.751	0.605	0.609	0.691
	Image AP	0.736	0.826	0.814	0.511	0.810	0.769	0.745
	Pixel AUC	0.832	0.804	0.907	0.888	0.712	0.807	0.825
	Pixel AP	0.005	0.013	0.002	0.028	0.198	0.023	0.045
	Pixel PRO	0.701	0.479	0.661	0.623	0.379	0.448	0.549
FAVAE	Image AUC	0.598	0.456	0.389	0.700	0.432	0.573	0.525
	Image AP	0.769	0.604	0.474	0.581	0.701	0.739	0.644
	Pixel AUC	0.945	0.960	0.909	0.953	0.834	0.843	0.907
	Pixel AP	0.008	0.083	0.001	0.060	0.270	0.092	0.086
	Pixel PRO	0.798	0.868	0.727	0.839	0.493	0.478	0.700
IGD	Image AUC	0.493	0.648	0.836	1.000	0.963	0.597	0.756
	Image AP	0.690	0.701	0.827	1.000	0.985	0.778	0.830
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
PaDiM	Image AUC	0.558	0.659	0.603	0.755	0.525	0.550	0.608
	Image AP	0.728	0.738	0.650	0.542	0.793	0.721	0.695
	Pixel AUC	0.936	0.944	0.966	0.970	0.932	0.943	0.949
	Pixel AP	0.009	0.054	0.017	0.099	0.481	0.083	0.124
	Pixel PRO	0.834	0.832	0.862	0.900	0.792	0.799	0.837
PatchCore	Image AUC	0.844	0.852	0.483	0.667	0.984	0.746	0.763
	Image AP	0.740	0.777	0.255	0.306	0.995	0.858	0.655
	Pixel AUC	0.989	0.986	0.926	0.815	0.970	0.915	0.934
	Pixel AP	0.027	0.216	0.000	0.171	0.777	0.436	0.271
	Pixel PRO	0.961	0.891	0.828	0.735	0.894	0.828	0.856
RD4AD	Image AUC	0.636	0.744	0.769	0.949	0.989	0.856	0.824
	Image AP	0.805	0.772	0.793	0.916	0.996	0.941	0.870
	Pixel AUC	0.974	0.972	0.961	0.978	0.981	0.982	0.975
	Pixel AP	0.066	0.084	0.007	0.384	0.845	0.731	0.353
	Pixel PRO	0.932	0.942	0.871	0.925	0.940	0.913	0.920
SPADE	Image AUC	0.536	0.792	0.717	0.771	0.993	0.504	0.719
	Image AP	0.710	0.825	0.790	0.657	0.997	0.645	0.771
	Pixel AUC	0.974	0.981	0.953	0.935	0.966	0.942	0.959
	Pixel AP	0.070	0.262	0.003	0.259	0.729	0.362	0.281
	Pixel PRO	0.906	0.930	0.824	0.837	0.899	0.823	0.870
STPM	Image AUC	0.766	0.635	0.658	0.972	0.979	0.842	0.809
	Image AP	0.886	0.733	0.728	0.946	0.990	0.923	0.868
	Pixel AUC	0.966	0.961	0.979	0.982	0.989	0.959	0.973
	Pixel AP	0.065	0.054	0.007	0.359	0.924	0.400	0.302
	Pixel PRO	0.909	0.904	0.911	0.941	0.952	0.846	0.910

The results with 1 shot images on MPDD

FewShot 1	MPDD	bracket_black	bracket_brown	bracket_white	connector	metal_plate	tubes	average
CFA	Image AUC	0.453	0.520	0.640	0.326	0.968	0.347	0.542
	Image AP	0.568	0.675	0.648	0.306	0.985	0.623	0.634
	Pixel AUC	0.928	0.927	0.954	0.962	0.966	0.943	0.947
	Pixel AP	0.006	0.039	0.003	0.076	0.768	0.101	0.165
	Pixel PRO	0.758	0.798	0.856	0.875	0.857	0.802	0.824
CSFlow	Image AUC	0.737	0.601	0.650	0.814	0.658	0.507	0.661
	Image AP	0.787	0.687	0.660	0.609	0.873	0.730	0.724
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
CutPaste	Image AUC	0.670	0.448	0.656	0.719	0.294	0.404	0.532
	Image AP	0.679	0.617	0.584	0.566	0.619	0.604	0.612
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
DRAEM	Image AUC	0.463	0.559	0.664	0.674	0.993	0.727	0.680
	Image AP	0.591	0.687	0.604	0.451	0.997	0.846	0.696
	Pixel AUC	0.973	0.739	0.937	0.882	0.967	0.867	0.894
	Pixel AP	0.021	0.016	0.004	0.055	0.863	0.116	0.179
	Pixel PRO	0.922	0.701	0.900	0.690	0.822	0.589	0.771
FastFlow	Image AUC	0.500	0.500	0.500	0.500	0.500	0.500	0.500
	Image AP	0.595	0.662	0.500	0.318	0.732	0.683	0.582
	Pixel AUC	0.678	0.554	0.542	0.559	0.615	0.543	0.582
	Pixel AP	0.001	0.005	0.000	0.006	0.148	0.009	0.028
	Pixel PRO	0.000	0.000	0.000	0.000	0.000	0.000	0.000
FAVAE	Image AUC	0.665	0.480	0.513	0.367	0.407	0.405	0.473
	Image AP	0.762	0.662	0.472	0.317	0.730	0.657	0.600
	Pixel AUC	0.881	0.944	0.863	0.934	0.758	0.852	0.872
	Pixel AP	0.004	0.042	0.001	0.038	0.204	0.056	0.057
	Pixel PRO	0.661	0.836	0.537	0.776	0.397	0.505	0.619
PaDiM	Image AUC	0.570	0.436	0.547	0.662	0.241	0.427	0.481
	Image AP	0.667	0.625	0.596	0.409	0.623	0.679	0.600
	Pixel AUC	0.886	0.928	0.937	0.935	0.844	0.901	0.905
	Pixel AP	0.004	0.031	0.002	0.055	0.292	0.064	0.075
	Pixel PRO	0.604	0.834	0.758	0.778	0.548	0.667	0.698
PatchCore	Image AUC	0.339	0.496	0.610	0.471	0.523	0.462	0.484
	Image AP	0.483	0.652	0.600	0.305	0.798	0.674	0.585
	Pixel AUC	0.871	0.881	0.891	0.923	0.869	0.904	0.890
	Pixel AP	0.004	0.053	0.002	0.052	0.585	0.060	0.126
	Pixel PRO	0.564	0.688	0.595	0.748	0.568	0.677	0.640
RD4AD	Image AUC	0.533	0.439	0.607	0.367	0.575	0.535	0.509
	Image AP	0.674	0.615	0.584	0.324	0.748	0.739	0.614
	Pixel AUC	0.953	0.949	0.950	0.953	0.913	0.905	0.937
	Pixel AP	0.011	0.048	0.003	0.055	0.440	0.041	0.100
	Pixel PRO	0.824	0.865	0.828	0.844	0.759	0.692	0.802
STPM	Image AUC	0.576	0.635	0.824	0.612	0.989	0.655	0.715
	Image AP	0.701	0.756	0.831	0.479	0.996	0.826	0.765
	Pixel AUC	0.941	0.913	0.984	0.962	0.983	0.962	0.958
	Pixel AP	0.028	0.023	0.054	0.091	0.915	0.258	0.228
	Pixel PRO	0.868	0.778	0.912	0.875	0.885	0.858	0.863
RegAD	Image AUC	0.589	0.473	0.462	0.600	0.557	0.651	0.555
	Image AP	0.684	0.655	0.472	0.453	0.796	0.829	0.648
	Pixel AUC	0.951	0.937	0.925	0.954	0.921	0.928	0.936
	Pixel AP	0.014	0.035	0.004	0.069	0.456	0.084	0.110
	Pixel PRO	0.813	0.813	0.722	0.845	0.718	0.764	0.779

The results with 2 shot images on MPDD

FewShot 2	MPDD	bracket_black	bracket_brown	bracket_white	connector	metal_plate	tubes	average
CFA	Image AUC	0.449	0.523	0.567	0.524	1.000	0.348	0.568
	Image AP	0.561	0.672	0.622	0.389	1.000	0.646	0.648
	Pixel AUC	0.922	0.950	0.940	0.963	0.985	0.961	0.954
	Pixel AP	0.005	0.051	0.002	0.088	0.901	0.246	0.216
	Pixel PRO	0.753	0.857	0.750	0.879	0.922	0.855	0.836
CSFlow	Image AUC	0.604	0.542	0.734	0.760	0.470	0.668	0.630
	Image AP	0.713	0.726	0.662	0.523	0.744	0.822	0.698
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
CutPaste	Image AUC	0.700	0.499	0.468	0.286	0.527	0.558	0.506
	Image AP	0.757	0.689	0.488	0.241	0.766	0.772	0.619
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
DRAEM	Image AUC	0.537	0.586	0.562	0.802	0.978	0.777	0.707
	Image AP	0.705	0.679	0.555	0.761	0.993	0.882	0.762
	Pixel AUC	0.975	0.668	0.919	0.930	0.979	0.867	0.889
	Pixel AP	0.023	0.018	0.002	0.175	0.911	0.281	0.235
	Pixel PRO	0.930	0.641	0.855	0.817	0.878	0.638	0.793
FastFlow	Image AUC	0.500	0.490	0.500	0.500	0.500	0.500	0.498
	Image AP	0.595	0.658	0.500	0.318	0.732	0.683	0.581
	Pixel AUC	0.306	0.461	0.802	0.309	0.781	0.688	0.558
	Pixel AP	0.001	0.005	0.001	0.004	0.280	0.016	0.051
	Pixel PRO	0.034	0.082	0.000	0.024	0.306	0.289	0.122
FAVAE	Image AUC	0.486	0.644	0.260	0.757	0.463	0.322	0.489
	Image AP	0.591	0.731	0.380	0.482	0.751	0.603	0.590
	Pixel AUC	0.925	0.910	0.903	0.865	0.812	0.826	0.874
	Pixel AP	0.007	0.024	0.001	0.018	0.253	0.024	0.054
	Pixel PRO	0.680	0.793	0.703	0.555	0.479	0.423	0.605
PaDiM	Image AUC	0.511	0.465	0.559	0.629	0.392	0.611	0.528
	Image AP	0.628	0.637	0.608	0.382	0.666	0.803	0.621
	Pixel AUC	0.908	0.936	0.954	0.947	0.853	0.907	0.918
	Pixel AP	0.004	0.035	0.003	0.062	0.301	0.060	0.078
	Pixel PRO	0.686	0.839	0.814	0.821	0.589	0.689	0.740
PatchCore	Image AUC	0.415	0.500	0.612	0.381	0.918	0.458	0.547
	Image AP	0.547	0.697	0.664	0.269	0.971	0.669	0.636
	Pixel AUC	0.890	0.713	0.939	0.926	0.916	0.929	0.886
	Pixel AP	0.004	0.027	0.003	0.056	0.772	0.137	0.167
	Pixel PRO	0.690	0.599	0.704	0.782	0.755	0.766	0.716
RD4AD	Image AUC	0.587	0.447	0.521	0.529	0.780	0.582	0.574
	Image AP	0.703	0.621	0.492	0.464	0.914	0.757	0.658
	Pixel AUC	0.934	0.956	0.951	0.962	0.949	0.948	0.950
	Pixel AP	0.009	0.053	0.003	0.075	0.610	0.102	0.142
	Pixel PRO	0.801	0.897	0.822	0.874	0.815	0.826	0.839
STPM	Image AUC	0.648	0.546	0.704	0.598	1.000	0.673	0.695
	Image AP	0.721	0.694	0.677	0.508	1.000	0.838	0.740
	Pixel AUC	0.931	0.931	0.973	0.970	0.989	0.976	0.962
	Pixel AP	0.021	0.030	0.008	0.147	0.935	0.378	0.253
	Pixel PRO	0.852	0.835	0.833	0.900	0.935	0.907	0.877
RegAD	Image AUC	0.666	0.570	0.454	0.495	0.642	0.643	0.578
	Image AP	0.759	0.720	0.456	0.397	0.836	0.818	0.664
	Pixel AUC	0.948	0.930	0.949	0.954	0.934	0.940	0.943
	Pixel AP	0.020	0.031	0.004	0.062	0.514	0.149	0.130
	Pixel PRO	0.859	0.811	0.824	0.844	0.761	0.782	0.813

The results with 4 shot images on MPDD

FewShot 4	MPDD	bracket_black	bracket_brown	bracket_white	connector	metal_plate	tubes	average
CFA	Image AUC	0.359	0.486	0.444	0.864	0.971	0.726	0.642
	Image AP	0.492	0.665	0.459	0.703	0.989	0.853	0.693
	Pixel AUC	0.934	0.950	0.953	0.977	0.977	0.973	0.960
	Pixel AP	0.006	0.045	0.003	0.147	0.839	0.376	0.236
	Pixel PRO	0.798	0.863	0.859	0.919	0.894	0.896	0.871
CSFlow	Image AUC	0.601	0.584	0.757	0.843	0.717	0.749	0.708
	Image AP	0.697	0.740	0.793	0.697	0.893	0.864	0.781
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
CutPaste	Image AUC	0.344	0.587	0.467	0.631	0.843	0.282	0.526
	Image AP	0.549	0.751	0.472	0.524	0.937	0.560	0.632
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
DRAEM	Image AUC	0.486	0.612	0.530	0.990	0.999	0.846	0.744
	Image AP	0.648	0.705	0.526	0.980	1.000	0.909	0.795
	Pixel AUC	0.973	0.761	0.921	0.895	0.989	0.945	0.914
	Pixel AP	0.024	0.023	0.001	0.304	0.950	0.504	0.301
	Pixel PRO	0.930	0.729	0.824	0.776	0.937	0.826	0.837
FastFlow	Image AUC	0.517	0.641	0.748	0.569	0.881	0.667	0.671
	Image AP	0.614	0.725	0.672	0.370	0.958	0.764	0.684
	Pixel AUC	0.436	0.442	0.750	0.781	0.888	0.669	0.661
	Pixel AP	0.001	0.004	0.001	0.032	0.596	0.014	0.108
	Pixel PRO	0.099	0.061	0.570	0.480	0.524	0.291	0.338
FAVAE	Image AUC	0.420	0.544	0.496	0.729	0.708	0.510	0.568
	Image AP	0.541	0.733	0.494	0.475	0.893	0.752	0.648
	Pixel AUC	0.920	0.939	0.901	0.948	0.818	0.841	0.894
	Pixel AP	0.005	0.036	0.001	0.049	0.298	0.069	0.076
	Pixel PRO	0.716	0.812	0.709	0.823	0.406	0.476	0.657
PaDiM	Image AUC	0.464	0.504	0.602	0.769	0.453	0.550	0.557
	Image AP	0.605	0.677	0.602	0.521	0.729	0.767	0.650
	Pixel AUC	0.925	0.950	0.965	0.957	0.893	0.908	0.933
	Pixel AP	0.005	0.046	0.004	0.081	0.369	0.046	0.092
	Pixel PRO	0.756	0.873	0.851	0.855	0.698	0.692	0.788
PatchCore	Image AUC	0.397	0.465	0.453	0.850	0.812	0.631	0.601
	Image AP	0.512	0.678	0.446	0.695	0.895	0.812	0.673
	Pixel AUC	0.869	0.928	0.844	0.959	0.929	0.947	0.913
	Pixel AP	0.005	0.039	0.001	0.319	0.635	0.192	0.198
	Pixel PRO	0.673	0.790	0.634	0.861	0.778	0.823	0.760
RD4AD	Image AUC	0.539	0.480	0.519	0.641	0.865	0.650	0.616
	Image AP	0.690	0.646	0.531	0.495	0.948	0.831	0.690
	Pixel AUC	0.909	0.953	0.965	0.968	0.962	0.971	0.955
	Pixel AP	0.005	0.051	0.004	0.140	0.680	0.260	0.190
	Pixel PRO	0.743	0.899	0.875	0.890	0.863	0.891	0.860
STPM	Image AUC	0.509	0.493	0.729	0.831	0.997	0.881	0.740
	Image AP	0.656	0.679	0.677	0.697	0.999	0.956	0.777
	Pixel AUC	0.929	0.937	0.991	0.980	0.989	0.980	0.968
	Pixel AP	0.033	0.033	0.019	0.234	0.944	0.472	0.289
	Pixel PRO	0.852	0.855	0.965	0.932	0.942	0.919	0.911
RegAD	Image AUC	0.674	0.555	0.482	0.682	0.785	0.711	0.648
	Image AP	0.744	0.671	0.487	0.508	0.902	0.861	0.695
	Pixel AUC	0.955	0.950	0.942	0.958	0.955	0.950	0.952
	Pixel AP	0.020	0.047	0.006	0.081	0.637	0.174	0.161
	Pixel PRO	0.846	0.841	0.771	0.861	0.824	0.816	0.827

The results with 8 shot images on MPDD

FewShot 8	MPDD	bracket_black	bracket_brown	bracket_white	connector	metal_plate	tubes	average
CFA	Image AUC	0.678	0.613	0.380	0.667	1.000	0.824	0.694
	Image AP	0.734	0.715	0.461	0.432	1.000	0.908	0.708
	Pixel AUC	0.970	0.964	0.948	0.977	0.985	0.982	0.971
	Pixel AP	0.020	0.062	0.003	0.161	0.898	0.473	0.269
	Pixel PRO	0.915	0.898	0.861	0.919	0.924	0.928	0.908
CSFlow	Image AUC	0.539	0.731	0.793	0.798	0.839	0.749	0.741
	Image AP	0.624	0.804	0.834	0.671	0.930	0.861	0.787
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
CutPaste	Image AUC	0.534	0.486	0.424	0.855	0.514	0.646	0.577
	Image AP	0.631	0.668	0.432	0.732	0.705	0.754	0.654
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
DRAEM	Image AUC	0.546	0.730	0.512	0.990	0.998	0.863	0.773
	Image AP	0.671	0.757	0.487	0.980	0.999	0.917	0.802
	Pixel AUC	0.913	0.645	0.876	0.920	0.977	0.945	0.879
	Pixel AP	0.022	0.010	0.001	0.280	0.919	0.487	0.286
	Pixel PRO	0.860	0.506	0.749	0.786	0.898	0.836	0.773
FastFlow	Image AUC	0.682	0.626	0.789	0.616	0.864	0.740	0.719
	Image AP	0.744	0.718	0.750	0.464	0.948	0.856	0.747
	Pixel AUC	0.538	0.658	0.812	0.729	0.926	0.686	0.725
	Pixel AP	0.001	0.006	0.001	0.010	0.646	0.031	0.116
	Pixel PRO	0.101	0.195	0.664	0.269	0.661	0.334	0.371
FAVAE	Image AUC	0.491	0.333	0.373	0.310	0.453	0.381	0.390
	Image AP	0.561	0.568	0.447	0.243	0.720	0.663	0.534
	Pixel AUC	0.933	0.945	0.893	0.939	0.828	0.841	0.896
	Pixel AP	0.006	0.073	0.001	0.042	0.269	0.048	0.073
	Pixel PRO	0.744	0.692	0.688	0.793	0.481	0.471	0.645
PaDiM	Image AUC	0.494	0.631	0.459	0.707	0.459	0.608	0.560
	Image AP	0.598	0.754	0.511	0.481	0.717	0.794	0.643
	Pixel AUC	0.928	0.944	0.959	0.962	0.912	0.915	0.937
	Pixel AP	0.006	0.044	0.004	0.088	0.417	0.051	0.102
	Pixel PRO	0.752	0.872	0.816	0.872	0.752	0.715	0.797
PatchCore	Image AUC	0.516	0.548	0.568	0.893	0.964	0.675	0.694
	Image AP	0.659	0.690	0.518	0.771	0.986	0.853	0.746
	Pixel AUC	0.920	0.943	0.960	0.979	0.955	0.953	0.952
	Pixel AP	0.011	0.054	0.006	0.232	0.823	0.314	0.240
	Pixel PRO	0.749	0.837	0.828	0.927	0.830	0.837	0.835
RD4AD	Image AUC	0.595	0.613	0.599	0.781	0.955	0.648	0.699
	Image AP	0.702	0.717	0.537	0.674	0.982	0.790	0.734
	Pixel AUC	0.946	0.950	0.975	0.976	0.976	0.975	0.966
	Pixel AP	0.013	0.053	0.005	0.262	0.796	0.343	0.245
	Pixel PRO	0.847	0.911	0.907	0.917	0.905	0.902	0.898
SPADE	Image AUC	0.279	0.647	0.491	0.564	0.965	0.617	0.594
	Image AP	0.517	0.770	0.470	0.424	0.985	0.752	0.653
	Pixel AUC	0.971	0.968	0.960	0.977	0.971	0.981	0.971
	Pixel AP	0.016	0.079	0.003	0.185	0.746	0.535	0.261
	Pixel PRO	0.892	0.920	0.875	0.923	0.901	0.928	0.906
STPM	Image AUC	0.713	0.651	0.670	0.805	1.000	0.916	0.792
	Image AP	0.787	0.720	0.611	0.694	1.000	0.968	0.797
	Pixel AUC	0.957	0.954	0.988	0.984	0.989	0.985	0.976
	Pixel AP	0.087	0.049	0.025	0.308	0.938	0.521	0.321
	Pixel PRO	0.901	0.910	0.951	0.943	0.936	0.935	0.929
RegAD	Image AUC	0.650	0.609	0.613	0.737	0.899	0.750	0.710
	Image AP	0.747	0.714	0.597	0.528	0.954	0.868	0.735
	Pixel AUC	0.955	0.954	0.951	0.968	0.955	0.947	0.955
	Pixel AP	0.022	0.056	0.012	0.094	0.659	0.144	0.165
	Pixel PRO	0.884	0.871	0.816	0.889	0.822	0.810	0.849

The results with few-shot augmentation on MPDD

FewShot augmentation	MPDD	bracket_black	bracket_brown	bracket_white	connector	metal_plate	tubes	average
CFA-1	Image AUC	0.434	0.495	0.558	0.374	0.957	0.481	0.550
	Image AP	0.577	0.653	0.552	0.292	0.986	0.716	0.629
	Pixel AUC	0.936	0.923	0.954	0.959	0.971	0.958	0.950
	Pixel AP	0.007	0.029	0.003	0.070	0.820	0.217	0.191
	Pixel PRO	0.789	0.787	0.848	0.865	0.842	0.850	0.830
CFA-2	Image AUC	0.442	0.520	0.418	0.455	0.997	0.702	0.589
	Image AP	0.590	0.664	0.461	0.379	0.999	0.839	0.655
	Pixel AUC	0.928	0.935	0.927	0.959	0.985	0.973	0.951
	Pixel AP	0.006	0.034	0.002	0.067	0.891	0.363	0.227
	Pixel PRO	0.775	0.829	0.743	0.865	0.916	0.897	0.837
CFA-4	Image AUC	0.418	0.454	0.382	0.881	0.974	0.948	0.676
	Image AP	0.541	0.640	0.424	0.812	0.989	0.977	0.731
	Pixel AUC	0.936	0.936	0.943	0.974	0.979	0.983	0.958
	Pixel AP	0.006	0.033	0.002	0.154	0.866	0.469	0.255
	Pixel PRO	0.815	0.832	0.859	0.909	0.885	0.933	0.872
CFA-8	Image AUC	0.688	0.608	0.342	0.574	0.988	0.857	0.676
	Image AP	0.751	0.701	0.409	0.500	0.996	0.940	0.716
	Pixel AUC	0.972	0.952	0.913	0.963	0.982	0.975	0.959
	Pixel AP	0.069	0.047	0.002	0.092	0.855	0.409	0.246
	Pixel PRO	0.876	0.876	0.779	0.879	0.895	0.907	0.869
PatchCore-1	Image AUC	0.342	0.502	0.659	0.298	0.901	0.313	0.502
	Image AP	0.494	0.669	0.670	0.240	0.954	0.615	0.607
	Pixel AUC	0.890	0.891	0.913	0.914	0.963	0.928	0.917
	Pixel AP	0.004	0.028	0.003	0.057	0.813	0.105	0.168
	Pixel PRO	0.645	0.777	0.654	0.761	0.824	0.759	0.736
PatchCore-2	Image AUC	0.398	0.534	0.482	0.445	0.986	0.587	0.572
	Image AP	0.507	0.672	0.526	0.288	0.995	0.776	0.627
	Pixel AUC	0.880	0.897	0.943	0.946	0.966	0.935	0.928
	Pixel AP	0.004	0.031	0.004	0.077	0.865	0.233	0.202
	Pixel PRO	0.610	0.746	0.715	0.829	0.856	0.788	0.757
PatchCore-4	Image AUC	0.370	0.468	0.581	0.767	0.944	0.602	0.622
	Image AP	0.504	0.665	0.558	0.575	0.978	0.811	0.682
	Pixel AUC	0.924	0.932	0.919	0.969	0.961	0.963	0.945
	Pixel AP	0.007	0.043	0.003	0.188	0.780	0.353	0.229
	Pixel PRO	0.787	0.816	0.785	0.898	0.863	0.863	0.835
PatchCore-8	Image AUC	0.614	0.605	0.607	0.917	0.994	0.747	0.747
	Image AP	0.695	0.736	0.570	0.810	0.998	0.886	0.782
	Pixel AUC	0.886	0.949	0.959	0.970	0.972	0.970	0.951
	Pixel AP	0.018	0.059	0.008	0.235	0.885	0.390	0.266
	Pixel PRO	0.798	0.855	0.875	0.903	0.890	0.892	0.869

The performance of continual setting on MPDD

Continual	MPDD	bracket_black	bracket_brown	bracket_white	connector	metal_plate	tubes	average
CFA	Image AUC	0.190	0.519	0.506	0.264	0.366	0.630	0.412
	Image AP	0.443	0.711	0.567	0.234	0.719	0.783	0.576
	Pixel AUC	0.944	0.949	0.888	0.934	0.780	0.980	0.913
	Pixel AP	0.016	0.062	0.001	0.041	0.219	0.499	0.140
	Pixel PRO	0.742	0.852	0.641	0.779	0.454	0.927	0.732
CSFlow	Image AUC	0.509	0.379	0.750	0.617	0.640	0.901	0.633
	Image AP	0.565	0.658	0.705	0.406	0.869	0.955	0.693
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
CutPaste	Image AUC	0.499	0.501	0.652	0.721	0.856	0.762	0.665
	Image AP	0.611	0.675	0.653	0.560	0.956	0.894	0.725
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-
DRAEM	Image AUC	0.642	0.370	0.529	0.063	0.077	0.957	0.440
	Image AP	0.650	0.635	0.638	0.214	0.544	0.979	0.610
	Pixel AUC	0.040	0.312	0.053	0.157	0.695	0.957	0.369
	Pixel AP	0.000	0.003	0.000	0.003	0.171	0.611	0.131
	Pixel PRO	0.000	0.073	0.000	0.010	0.209	0.839	0.189
FastFlow	Image AUC	0.700	0.462	0.510	0.350	0.552	0.682	0.543
	Image AP	0.801	0.675	0.534	0.287	0.747	0.817	0.643
	Pixel AUC	0.174	0.150	0.085	0.303	0.165	0.742	0.270
	Pixel AP	0.001	0.003	0.000	0.004	0.069	0.017	0.015
	Pixel PRO	0.000	0.004	0.000	0.000	0.002	0.361	0.061
FAVAE	Image AUC	0.549	0.485	0.264	0.198	0.465	0.499	0.410
	Image AP	0.617	0.656	0.387	0.218	0.740	0.735	0.559
	Pixel AUC	0.929	0.944	0.846	0.919	0.780	0.841	0.877
	Pixel AP	0.010	0.046	0.001	0.030	0.219	0.083	0.065
	Pixel PRO	0.690	0.834	0.557	0.726	0.377	0.475	0.610
PaDiM	Image AUC	0.646	0.367	0.532	0.445	0.189	0.588	0.461
	Image AP	0.728	0.602	0.554	0.299	0.594	0.781	0.593
	Pixel AUC	0.829	0.891	0.835	0.869	0.687	0.932	0.841
	Pixel AP	0.003	0.040	0.001	0.032	0.166	0.076	0.053
	Pixel PRO	0.304	0.738	0.457	0.595	0.309	0.770	0.529
PatchCore	Image AUC	0.581	0.749	0.642	0.936	0.987	0.827	0.787
	Image AP	0.721	0.886	0.672	0.922	0.995	0.912	0.851
	Pixel AUC	0.961	0.952	0.951	0.987	0.961	0.968	0.964
	Pixel AP	0.074	0.181	0.018	0.647	0.842	0.387	0.358
	Pixel PRO	0.869	0.760	0.729	0.945	0.849	0.882	0.839
RD4AD	Image AUC	0.598	0.432	0.622	0.450	0.535	0.946	0.597
	Image AP	0.652	0.659	0.620	0.341	0.804	0.980	0.676
	Pixel AUC	0.898	0.902	0.902	0.895	0.790	0.994	0.897
	Pixel AP	0.004	0.032	0.002	0.045	0.245	0.763	0.182
	Pixel PRO	0.669	0.835	0.631	0.679	0.532	0.967	0.719
SPADE	Image AUC	0.190	0.519	0.506	0.264	0.366	0.630	0.412
	Image AP	0.443	0.711	0.567	0.234	0.719	0.783	0.576
	Pixel AUC	0.944	0.949	0.888	0.934	0.780	0.980	0.913
	Pixel AP	0.016	0.062	0.001	0.041	0.219	0.499	0.140
	Pixel PRO	0.742	0.852	0.641	0.779	0.454	0.927	0.732
STPM	Image AUC	0.737	0.548	0.449	0.131	0.278	0.851	0.499
	Image AP	0.733	0.680	0.478	0.205	0.674	0.935	0.618
	Pixel AUC	0.051	0.109	0.080	0.110	0.638	0.981	0.328
	Pixel AP	0.000	0.002	0.000	0.003	0.168	0.424	0.100
	Pixel PRO	0.000	0.005	0.000	0.005	0.375	0.923	0.218
DNE	Image AUC	0.505	0.480	0.500	0.500	0.712	0.754	0.575
	Image AP	0.597	0.654	0.500	0.318	0.826	0.844	0.623
	Pixel AUC	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-

The Corresponding FM of continual setting on MPDD

Continual	MPDD	bracket_black	bracket_brown	bracket_white	connector	metal_plate	tubes	average
CFA	Image AUC FM	0.465	0.367	0.398	0.517	0.632	0.000	0.396
	Image AP FM	0.323	0.202	0.355	0.397	0.280	0.000	0.260
	Pixel AUC FM	0.041	0.039	0.087	0.052	0.197	0.000	0.069
	Pixel AP FM	0.044	0.270	0.014	0.311	0.575	0.000	0.202
	Pixel PRO FM	0.189	0.106	0.235	0.170	0.462	0.000	0.194
CSFlow	Image AUC FM	0.477	0.621	0.240	0.371	0.352	0.000	0.344
	Image AP FM	0.425	0.342	0.284	0.567	0.128	0.000	0.291
	Pixel AUC FM	-	-	-	-	-	-	-
	Pixel AP FM	-	-	-	-	-	-	-
	Pixel PRO FM	-	-	-	-	-	-	-
CutPaste	Image AUC FM	-0.043	0.139	-0.019	0.131	-0.154	0.000	0.009
	Image AP FM	-0.031	0.137	-0.012	0.229	-0.057	0.000	0.044
	Pixel AUC FM	-	-	-	-	-	-	-
	Pixel AP FM	-	-	-	-	-	-	-
	Pixel PRO FM	-	-	-	-	-	-	-
DRAEM	Image AUC FM	0.154	0.565	0.298	0.937	0.923	0.000	0.479
	Image AP FM	0.221	0.324	0.217	0.786	0.456	0.000	0.334
	Pixel AUC FM	0.931	0.647	0.932	0.810	0.295	0.000	0.602
	Pixel AP FM	0.048	0.017	0.010	0.309	0.786	0.000	0.195
	Pixel PRO FM	0.898	0.790	0.911	2.558	0.731	0.000	0.981
FastFlow	Image AUC FM	0.083	0.441	0.344	0.491	0.275	0.000	0.272
	Image AP FM	0.034	0.220	0.241	0.361	0.182	0.000	0.173
	Pixel AUC FM	0.563	0.513	0.728	0.531	0.706	0.000	0.507
	Pixel AP FM	0.002	0.006	0.001	0.015	0.406	0.000	0.072
	Pixel PRO FM	0.578	0.602	0.406	0.499	0.608	0.000	0.449
FAVAE	Image AUC FM	0.123	0.245	0.110	0.733	-0.171	0.000	0.173
	Image AP FM	0.159	0.165	0.041	0.587	-0.095	0.000	0.143
	Pixel AUC FM	0.014	0.034	0.081	0.052	-0.078	0.000	0.017
	Pixel AP FM	-0.001	0.094	0.001	0.065	-0.044	0.000	0.019
	Pixel PRO FM	0.101	0.076	0.223	0.174	-0.049	0.000	0.087
PaDiM	Image AUC FM	0.038	0.369	0.311	0.402	0.445	0.000	0.261
	Image AP FM	0.087	0.210	0.280	0.338	0.257	0.000	0.195
	Pixel AUC FM	0.121	0.064	0.146	0.110	0.258	0.000	0.116
	Pixel AP FM	0.007	0.034	0.035	0.172	0.385	0.000	0.106
	Pixel PRO FM	0.559	0.151	0.434	0.331	0.515	0.000	0.332
PatchCore	Image AUC FM	0.026	0.001	0.059	0.005	0.004	0.000	0.016
	Image AP FM	0.011	0.001	0.113	0.005	0.001	0.000	0.022
	Pixel AUC FM	0.000	0.000	-0.000	0.000	-0.000	0.000	-0.000
	Pixel AP FM	0.000	0.000	0.000	0.000	0.003	0.000	0.000
	Pixel PRO FM	0.000	0.000	-0.000	0.000	0.000	0.000	0.000
RD4AD	Image AUC FM	0.262	0.502	0.223	0.550	0.465	0.000	0.334
	Image AP FM	0.268	0.302	0.264	0.659	0.196	0.000	0.281
	Pixel AUC FM	0.082	0.081	0.085	0.102	0.202	0.000	0.092
	Pixel AP FM	0.118	0.193	0.017	0.683	0.706	0.000	0.286
	Pixel PRO FM	0.277	0.129	0.311	0.297	0.420	0.000	0.239
SPADE	Image AUC FM	0.465	0.367	0.398	0.517	0.632	0.000	0.396
	Image AP FM	0.323	0.202	0.355	0.397	0.280	0.000	0.260
	Pixel AUC FM	0.041	0.039	0.087	0.052	0.197	0.000	0.069
	Pixel AP FM	0.044	0.270	0.014	0.311	0.575	0.000	0.202
	Pixel PRO FM	0.189	0.106	0.235	0.170	0.462	0.000	0.194
STPM	Image AUC FM	0.106	0.122	0.295	0.793	0.722	0.000	0.340
	Image AP FM	0.168	0.130	0.326	0.656	0.326	0.000	0.268
	Pixel AUC FM	0.912	0.853	0.898	0.874	0.354	0.000	0.648
	Pixel AP FM	0.121	0.064	0.007	0.339	0.777	0.000	0.218
	Pixel PRO FM	0.914	0.905	0.877	0.940	0.575	0.000	0.702
DNE	Image AUC FM	0.033	0.020	0.083	0.031	0.274	0.000	0.073
	Image AP FM	0.023	0.009	0.052	0.014	0.153	0.000	0.042
	Pixel AUC FM	-	-	-	-	-	-	-
	Pixel AP FM	-	-	-	-	-	-	-
	Pixel PRO FM	-	-	-	-	-	-	-

The results of semi-supervised methods with annotated images on MPDD

Semi-supervised	MPDD	bracket_black	bracket_brown	bracket_white	connector	metal_plate	tubes	average
DevNet-1	Image AUC	0.231	0.604	0.533	0.695	0.445	0.543	0.508
	Image AP	0.465	0.746	0.500	0.455	0.738	0.678	0.597
DRA-1	Image AUC	0.660	0.718	0.682	0.746	0.868	0.673	0.724
	Image AP	0.753	0.797	0.673	0.497	0.948	0.799	0.745
DevNet-2	Image AUC	0.431	0.515	0.686	0.441	0.970	0.446	0.582
	Image AP	0.556	0.724	0.753	0.314	0.989	0.697	0.672
DRA-2	Image AUC	0.671	0.645	0.800	0.799	0.917	0.807	0.773
	Image AP	0.691	0.768	0.821	0.561	0.970	0.903	0.786
DevNet-4	Image AUC	0.619	0.938	0.642	0.970	0.989	0.488	0.774
	Image AP	0.695	0.964	0.581	0.962	0.996	0.696	0.816
DRA-4	Image AUC	0.727	0.989	0.611	0.929	0.969	0.702	0.821
	Image AP	0.740	0.994	0.643	0.919	0.989	0.836	0.854
DevNet-5	Image AUC	0.405	0.878	0.771	0.988	1.000	0.893	0.822
	Image AP	0.574	0.944	0.770	0.979	1.000	0.954	0.870
DRA-5	Image AUC	0.771	0.913	0.894	0.929	0.797	0.908	0.869
	Image AP	0.795	0.947	0.909	0.939	0.927	0.955	0.912
DevNet-8	Image AUC	0.588	0.982	0.727	0.993	1.000	0.808	0.850
	Image AP	0.678	0.993	0.768	0.986	1.000	0.914	0.890
DRA-8	Image AUC	0.708	1.000	0.836	0.938	1.000	0.907	0.898
	Image AP	0.780	1.000	0.870	0.945	1.000	0.955	0.925
DevNet-10	Image AUC	0.719	1.000	0.628	1.000	1.000	0.563	0.818
	Image AP	0.785	1.000	0.739	1.000	1.000	0.767	0.882
DRA-10	Image AUC	0.655	1.000	0.893	1.000	0.997	0.947	0.915
	Image AP	0.746	1.000	0.923	1.000	0.999	0.975	0.941

The results of vanilla setting on BTAD and MTD

Vanilla	BTAD	1	2	3	average	Vanilla	MTD	average
CFA	Image AUC	0.991	0.827	0.997	0.938	CFA	Image AUC	0.913
	Image AP	0.997	0.971	0.971	0.980		Image AP	0.959
	Pixel AUC	0.962	0.958	0.956	0.959		Pixel AUC	0.731
	Pixel AP	0.512	0.638	0.399	0.517		Pixel AP	0.246
	Pixel PRO	0.706	0.508	0.893	0.702		Pixel PRO	0.528
CSFlow	Image AUC	0.994	0.866	0.948	0.936	CSFlow	Image AUC	0.887
	Image AP	0.998	0.978	0.693	0.890		Image AP	0.945
	Pixel AUC	0.000	0.000	0.000	0.000		Pixel AUC	0.000
	Pixel AP	0.000	0.000	0.000	0.000		Pixel AP	0.000
	Pixel PRO	0.000	0.000	0.000	0.000		Pixel PRO	0.000
CutPaste	Image AUC	0.954	0.811	0.987	0.917	CutPaste	Image AUC	0.830
	Image AP	0.983	0.969	0.908	0.953		Image AP	0.912
	Pixel AUC	0.000	0.000	0.000	0.000		Pixel AUC	0.000
	Pixel AP	0.000	0.000	0.000	0.000		Pixel AP	0.000
	Pixel PRO	0.000	0.000	0.000	0.000		Pixel PRO	0.000
DRAEM	Image AUC	0.983	0.704	0.998	0.895	DRAEM	Image AUC	0.782
	Image AP	0.993	0.950	0.977	0.974		Image AP	0.885
	Pixel AUC	0.930	0.752	0.940	0.874		Pixel AUC	0.660
	Pixel AP	0.191	0.179	0.106	0.159		Pixel AP	0.148
	Pixel PRO	0.674	0.424	0.790	0.629		Pixel PRO	0.541
FastFlow	Image AUC	0.997	0.829	0.932	0.919	FastFlow	Image AUC	0.891
	Image AP	0.999	0.972	0.630	0.867		Image AP	0.947
	Pixel AUC	0.953	0.963	0.979	0.965		Pixel AUC	0.710
	Pixel AP	0.407	0.564	0.165	0.379		Pixel AP	0.172
	Pixel PRO	0.674	0.589	0.911	0.725		Pixel PRO	0.568
FAVAE	Image AUC	0.993	0.775	1.000	0.923	FAVAE	Image AUC	0.795
	Image AP	0.997	0.964	0.997	0.986		Image AP	0.867
	Pixel AUC	0.968	0.939	0.941	0.949		Pixel AUC	0.735
	Pixel AP	0.512	0.370	0.165	0.349		Pixel AP	0.120
	Pixel PRO	0.749	0.531	0.858	0.713		Pixel PRO	0.632
PaDiM	Image AUC	0.998	0.902	0.994	0.965	PaDiM	Image AUC	0.885
	Image AP	0.999	0.985	0.945	0.976		Image AP	0.944
	Pixel AUC	0.975	0.959	0.996	0.977		Pixel AUC	0.768
	Pixel AP	0.568	0.517	0.520	0.535		Pixel AP	0.768
	Pixel PRO	0.818	0.602	0.974	0.798		Pixel PRO	0.798
PatchCore	Image AUC	0.997	0.845	0.999	0.947	PatchCore	Image AUC	0.975
	Image AP	0.999	0.976	0.993	0.989		Image AP	0.988
	Pixel AUC	0.974	0.965	0.995	0.978		Pixel AUC	0.836
	Pixel AP	0.497	0.568	0.495	0.520		Pixel AP	0.303
	Pixel PRO	0.746	0.543	0.968	0.752		Pixel PRO	0.686
RD4AD	Image AUC	0.981	0.833	0.999	0.937	RD4AD	Image AUC	0.884
	Image AP	0.993	0.973	0.989	0.985		Image AP	0.947
	Pixel AUC	0.964	0.968	0.941	0.958		Pixel AUC	0.693
	Pixel AP	0.477	0.692	0.381	0.517		Pixel AP	0.218
	Pixel PRO	0.728	0.557	0.885	0.723		Pixel PRO	0.623
SPADE	Image AUC	0.938	0.776	0.998	0.904	SPADE	Image AUC	0.868
	Image AP	0.978	0.961	0.983	0.974		Image AP	0.928
	Pixel AUC	0.975	0.962	0.914	0.950		Pixel AUC	0.742
	Pixel AP	0.549	0.567	0.208	0.441		Pixel AP	0.123
	Pixel PRO	0.813	0.594	0.828	0.745		Pixel PRO	0.627
STPM	Image AUC	0.954	0.805	0.995	0.918	STPM	Image AUC	0.729
	Image AP	0.983	0.969	0.934	0.962		Image AP	0.847
	Pixel AUC	0.946	0.956	0.907	0.937		Pixel AUC	0.642
	Pixel AP	0.375	0.718	0.109	0.401		Pixel AP	0.102
	Pixel PRO	0.673	0.553	0.775	0.667		Pixel PRO	0.478

The results of vanilla setting on DAGM

Vanilla	DAGM	Class1	Class2	Class3	Class4	Class5	Class6	Class7	Class8	Class9	Class10	Average
CFA	Image AUC	0.982	0.989	0.977	1.000	0.956	1.000	1.000	0.582	1.000	0.998	0.948
	Image AP	0.801	0.984	0.947	1.000	0.896	0.998	1.000	0.165	0.998	0.995	0.878
	Pixel AUC	0.927	0.996	0.916	0.998	0.931	0.985	0.954	0.716	1.000	0.997	0.942
	Pixel AP	0.259	0.514	0.441	0.865	0.435	0.689	0.683	0.004	0.586	0.478	0.495
	Pixel PRO	0.842	0.966	0.840	0.982	0.816	0.949	0.910	0.431	0.983	0.979	0.870
CSFlow	Image AUC	0.976	0.921	0.962	0.749	0.489	0.746	0.796	0.516	0.651	0.712	0.752
	Image AP	0.988	0.967	0.983	0.827	0.532	0.756	0.782	0.544	0.709	0.720	0.781
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-
CutPaste	Image AUC	0.561	0.994	0.898	0.991	0.760	0.967	1.000	0.514	0.825	0.881	0.839
	Image AP	0.173	0.979	0.697	0.974	0.494	0.899	0.996	0.143	0.660	0.782	0.680
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-
DRAEM	Image AUC	0.916	0.900	0.955	1.000	1.000	1.000	0.981	0.994	0.470	0.866	0.908
	Image AP	0.835	0.548	0.775	1.000	0.999	0.999	0.955	0.961	0.120	0.705	0.790
	Pixel AUC	0.713	0.863	0.881	0.995	0.898	0.891	0.909	0.980	0.607	0.940	0.868
	Pixel AP	0.166	0.150	0.208	0.653	0.391	0.534	0.350	0.347	0.001	0.262	0.306
	Pixel PRO	0.494	0.644	0.708	0.973	0.764	0.748	0.777	0.948	0.226	0.821	0.710
FastFlow	Image AUC	0.949	0.962	0.830	0.988	0.770	0.987	0.797	0.528	0.989	0.939	0.874
	Image AP	0.787	0.906	0.623	0.926	0.573	0.935	0.366	0.148	0.964	0.765	0.699
	Pixel AUC	0.902	0.996	0.886	0.997	0.902	0.935	0.832	0.684	0.999	0.981	0.911
	Pixel AP	0.303	0.431	0.176	0.700	0.287	0.465	0.088	0.002	0.652	0.318	0.342
	Pixel PRO	0.789	0.972	0.766	0.980	0.755	0.826	0.663	0.324	0.982	0.935	0.799
FAVAE	Image AUC	0.497	0.883	0.629	0.902	0.592	0.678	0.448	0.523	0.934	0.862	0.695
	Image AP	0.152	0.679	0.238	0.711	0.230	0.209	0.125	0.156	0.791	0.471	0.376
	Pixel AUC	0.568	0.958	0.758	0.982	0.785	0.904	0.600	0.503	0.998	0.981	0.804
	Pixel AP	0.005	0.340	0.010	0.450	0.031	0.082	0.006	0.001	0.534	0.244	0.170
	Pixel PRO	0.161	0.912	0.471	0.934	0.522	0.711	0.216	0.153	0.981	0.941	0.600
PaDiM	Image AUC	0.884	0.999	0.990	1.000	0.985	0.993	0.956	0.601	0.998	0.989	0.940
	Image AP	0.453	0.996	0.951	1.000	0.954	0.884	0.743	0.198	0.987	0.945	0.811
	Pixel AUC	0.897	0.997	0.966	0.999	0.987	0.989	0.881	0.900	1.000	0.995	0.961
	Pixel AP	0.125	0.574	0.478	0.867	0.680	0.738	0.258	0.043	0.613	0.539	0.492
	Pixel PRO	0.760	0.982	0.928	0.983	0.951	0.954	0.778	0.763	0.983	0.975	0.906
PatchCore	Image AUC	0.808	1.000	0.922	1.000	0.977	0.999	1.000	0.657	0.994	1.000	0.936
	Image AP	0.293	0.999	0.799	1.000	0.933	0.993	0.998	0.263	0.985	1.000	0.826
	Pixel AUC	0.892	0.998	0.963	1.000	0.982	0.988	0.963	0.889	0.999	0.999	0.967
	Pixel AP	0.059	0.557	0.456	0.898	0.647	0.744	0.737	0.068	0.500	0.504	0.517
	Pixel PRO	0.704	0.982	0.905	0.985	0.924	0.955	0.922	0.588	0.983	0.983	0.893
RD4AD	Image AUC	0.994	1.000	0.926	1.000	0.931	1.000	1.000	0.736	0.991	0.999	0.958
	Image AP	0.956	1.000	0.816	1.000	0.859	0.998	1.000	0.408	0.979	0.994	0.901
	Pixel AUC	0.955	0.999	0.961	0.999	0.975	0.984	0.968	0.910	0.999	0.998	0.975
	Pixel AP	0.533	0.604	0.476	0.705	0.534	0.662	0.758	0.153	0.418	0.495	0.534
	Pixel PRO	0.897	0.983	0.911	0.982	0.911	0.941	0.940	0.773	0.981	0.981	0.930
SPADE	Image AUC	0.539	0.820	0.599	0.831	0.729	0.959	0.575	0.463	0.948	0.679	0.714
	Image AP	0.147	0.424	0.191	0.461	0.449	0.872	0.159	0.126	0.826	0.265	0.392
	Pixel AUC	0.765	0.978	0.839	0.988	0.853	0.856	0.834	0.704	0.999	0.982	0.880
	Pixel AP	0.012	0.175	0.011	0.263	0.074	0.034	0.045	0.001	0.471	0.247	0.133
	Pixel PRO	0.460	0.944	0.615	0.960	0.621	0.552	0.666	0.323	0.983	0.946	0.707
STPM	Image AUC	0.997	0.971	0.567	0.588	0.563	0.962	0.963	0.460	0.665	0.658	0.739
	Image AP	0.966	0.879	0.182	0.222	0.234	0.892	0.873	0.134	0.195	0.402	0.498
	Pixel AUC	0.837	0.977	0.855	0.788	0.783	0.847	0.885	0.782	0.995	0.845	0.859
	Pixel AP	0.325	0.416	0.022	0.013	0.038	0.211	0.260	0.002	0.130	0.095	0.151
	Pixel PRO	0.689	0.945	0.673	0.445	0.492	0.634	0.735	0.473	0.976	0.617	0.668

The results of vanilla setting on VisA

Vanilla	VisA	candle	capsules	cashew	chewinggum	fryum	macaroni1	macaroni2	pcb1	pcb2	pcb3	pcb4	pipe_fryum	average
CFA	Image AUC	0.944	0.729	0.991	0.997	0.916	0.989	0.933	0.900	0.756	0.949	0.973	0.958	0.920
	Image AP	0.957	0.807	0.992	0.999	0.963	0.996	0.966	0.901	0.756	0.951	0.976	0.962	0.935
	Pixel AUC	0.911	0.775	0.905	0.979	0.977	0.972	0.745	0.646	0.607	0.956	0.877	0.763	0.843
	Pixel AP	0.166	0.057	0.353	0.590	0.664	0.314	0.307	0.004	0.002	0.636	0.057	0.066	0.268
	Pixel PRO	0.833	0.347	0.572	0.759	0.730	0.764	0.401	0.334	0.399	0.663	0.574	0.237	0.551
CSFlow	Image AUC	0.489	0.749	0.989	0.418	0.962	0.921	0.976	0.712	0.516	0.796	0.746	0.651	0.744
	Image AP	0.532	0.827	0.989	0.643	0.983	0.967	0.988	0.720	0.544	0.782	0.756	0.709	0.787
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-
CutPaste	Image AUC	0.699	0.790	0.848	0.926	0.940	0.934	0.836	0.831	0.449	0.900	0.907	0.769	0.819
	Image AP	0.714	0.886	0.853	0.966	0.970	0.972	0.924	0.817	0.479	0.905	0.901	0.792	0.848
	Pixel AUC	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel AP	-	-	-	-	-	-	-	-	-	-	-	-	-
	Pixel PRO	-	-	-	-	-	-	-	-	-	-	-	-	-
DRAEM	Image AUC	0.918	0.747	0.951	0.948	0.974	0.972	0.850	0.476	0.898	0.920	0.986	1.000	0.887
	Image AP	0.935	0.856	0.977	0.979	0.987	0.968	0.819	0.551	0.898	0.911	0.984	1.000	0.905
	Pixel AUC	0.966	0.985	0.835	0.968	0.872	0.999	0.992	0.887	0.913	0.980	0.968	0.858	0.935
	Pixel AP	0.377	0.373	0.239	0.277	0.383	0.240	0.316	0.229	0.033	0.149	0.299	0.271	0.265
	Pixel PRO	0.944	0.800	0.491	0.507	0.917	0.960	0.926	0.267	0.516	0.879	0.779	0.705	0.724
FastFlow	Image AUC	0.928	0.712	0.910	0.914	0.886	0.983	0.863	0.774	0.619	0.743	0.809	0.720	0.822
	Image AP	0.938	0.793	0.896	0.955	0.947	0.993	0.918	0.781	0.601	0.726	0.829	0.735	0.843
	Pixel AUC	0.949	0.753	0.914	0.986	0.973	0.973	0.892	0.752	0.673	0.948	0.899	0.873	0.882
	Pixel AP	0.049	0.014	0.092	0.436	0.353	0.278	0.298	0.002	0.001	0.237	0.054	0.054	0.156
	Pixel PRO	0.867	0.333	0.683	0.748	0.743	0.777	0.434	0.599	0.407	0.615	0.588	0.380	0.598
FAVAE	Image AUC	0.850	0.515	0.966	0.733	0.857	0.871	0.760	0.825	0.694	0.812	0.916	0.843	0.803
	Image AP	0.853	0.624	0.964	0.843	0.934	0.935	0.860	0.843	0.671	0.830	0.919	0.834	0.843
	Pixel AUC	0.972	0.562	0.912	0.980	0.994	0.977	0.901	0.737	0.724	0.960	0.938	0.910	0.880
	Pixel AP	0.104	0.006	0.124	0.431	0.659	0.253	0.316	0.003	0.001	0.503	0.063	0.091	0.213
	Pixel PRO	0.898	0.230	0.669	0.878	0.876	0.814	0.640	0.467	0.372	0.803	0.824	0.683	0.679
PaDiM	Image AUC	0.916	0.707	0.930	0.988	0.886	0.870	0.705	0.947	0.885	0.910	0.975	0.970	0.891
	Image AP	0.884	0.800	0.966	0.995	0.935	0.837	0.659	0.937	0.883	0.913	0.947	0.984	0.895
	Pixel AUC	0.986	0.974	0.985	0.989	0.954	0.991	0.965	0.993	0.987	0.987	0.965	0.993	0.981
	Pixel AP	0.131	0.182	0.522	0.563	0.433	0.107	0.011	0.519	0.138	0.288	0.184	0.633	0.309
	Pixel PRO	0.957	0.769	0.879	0.835	0.802	0.921	0.754	0.913	0.887	0.849	0.816	0.925	0.859
PatchCore	Image AUC	0.986	0.816	0.973	0.991	0.962	0.975	0.781	0.985	0.973	0.979	0.996	0.998	0.951
	Image AP	0.985	0.896	0.988	0.996	0.982	0.976	0.790	0.983	0.976	0.979	0.996	0.999	0.962
	Pixel AUC	0.995	0.995	0.989	0.991	0.938	0.998	0.991	0.999	0.990	0.992	0.986	0.991	0.988
	Pixel AP	0.176	0.687	0.585	0.428	0.372	0.076	0.032	0.917	0.143	0.389	0.424	0.585	0.401
	Pixel PRO	0.940	0.855	0.945	0.846	0.853	0.954	0.944	0.943	0.892	0.909	0.901	0.957	0.912
RD4AD	Image AUC	0.922	0.901	0.996	0.997	0.966	0.984	0.976	0.976	0.911	0.955	0.965	0.970	0.960
	Image AP	0.926	0.941	0.996	0.999	0.984	0.993	0.989	0.973	0.906	0.945	0.961	0.970	0.965
	Pixel AUC	0.979	0.895	0.958	0.990	0.943	0.977	0.877	0.750	0.648	0.955	0.928	0.920	0.901
	Pixel AP	0.190	0.123	0.282	0.589	0.543	0.438	0.352	0.005	0.006	0.591	0.106	0.104	0.277
	Pixel PRO	0.922	0.569	0.790	0.925	0.810	0.713	0.680	0.432	0.464	0.803	0.722	0.683	0.709
SPADE	Image AUC	0.910	0.614	0.978	0.858	0.886	0.952	0.879	0.721	0.507	0.905	0.831	0.811	0.821
	Image AP	0.925	0.725	0.974	0.934	0.943	0.980	0.942	0.679	0.489	0.911	0.826	0.842	0.847
	Pixel AUC	0.979	0.607	0.864	0.986	0.967	0.962	0.875	0.669	0.711	0.951	0.890	0.818	0.856
	Pixel AP	0.120	0.041	0.117	0.498	0.354	0.499	0.315	0.003	0.003	0.503	0.082	0.050	0.215
	Pixel PRO	0.932	0.361	0.574	0.939	0.913	0.613	0.634	0.384	0.422	0.803	0.716	0.617	0.659
STPM	Image AUC	0.905	0.737	0.988	0.913	0.640	0.967	0.759	0.899	0.775	0.745	0.890	0.777	0.833
	Image AP	0.912	0.840	0.986	0.962	0.823	0.986	0.881	0.910	0.747	0.756	0.903	0.773	0.873
	Pixel AUC	0.966	0.719	0.907	0.761	0.932	0.971	0.867	0.637	0.606	0.958	0.858	0.826	0.834
	Pixel AP	0.187	0.026	0.135	0.293	0.205	0.272	0.277	0.002	0.003	0.507	0.080	0.047	0.169
	Pixel PRO	0.917	0.386	0.725	0.528	0.836	0.686	0.610	0.370	0.368	0.742	0.723	0.553	0.620