# Benchmark ## [MVTec AD Dataset](https://www.mvtec.com/company/research/datasets/mvtec-ad) ### Image-Level AUC | Model | | Avg | Carpet | Grid | Leather | Tile | Wood | Bottle | Cable | Capsule | Hazelnut | Metal Nut | Pill | Screw | Toothbrush | Transistor | Zipper | | --------- | ------------------ | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: | :--------: | :--------: | :-------: | | STFPM | ResNet-18 | 0.893 | 0.954 | **0.982** | 0.989 | 0.949 | 0.961 | 0.979 | 0.838 | 0.759 | **0.999** | 0.956 | 0.705 | 0.835 | **0.997** | 0.853 | 0.645 | | STFPM | Wide ResNet-50 | 0.876 | 0.957 | 0.977 | 0.981 | 0.976 | 0.939 | 0.987 | 0.878 | 0.732 | 0.995 | 0.973 | 0.652 | 0.825 | 0.5 | 0.875 | 0.899 | | PatchCore | ResNet-18 | 0.819 | 0.947 | 0.722 | **0.997** | 0.982 | 0.988 | 0.972 | 0.810 | 0.586 | 0.981 | 0.631 | 0.780 | 0.482 | 0.827 | 0.733 | 0.844 | | PatchCore | Wide ResNet-50 | 0.877 | 0.981 | 0.842 | 1.0 | **0.991** | 0.991 | 0.985 | 0.868 | 0.763 | 0.988 | 0.914 | 0.769 | 0.427 | 0.806 | 0.878 | **0.958** | | PaDiM | ResNet-18 | 0.891 | 0.945 | 0.857 | 0.982 | 0.950 | 0.976 | 0.994 | 0.844 | 0.901 | 0.750 | 0.961 | 0.863 | 0.759 | 0.889 | 0.920 | 0.780 | | **PaDiM** | **Wide ResNet-50** | **0.950** | **0.995** | 0.942 | 1.0 | 0.974 | **0.993** | **0.999** | 0.878 | **0.927** | 0.964 | **0.989** | **0.939** | **0.845** | 0.942 | **0.976** | 0.882 | | DFM | ResNet-18 | 0.894 | 0.864 | 0.558 | 0.945 | 0.984 | 0.946 | 0.994 | **0.913** | 0.871 | 0.979 | 0.941 | 0.838 | 0.761 | 0.95 | 0.911 | 0.949 | | DFM | Wide ResNet-50 | 0.891 | 0.978 | 0.540 | 0.979 | 0.977 | 0.974 | 0.990 | 0.891 | 0.931 | 0.947 | 0.839 | 0.809 | 0.700 | 0.911 | 0.915 | 0.981 | | DFKDE | ResNet-18 | 0.762 | 0.646 | 0.577 | 0.669 | 0.965 | 0.863 | 0.951 | 0.751 | 0.698 | 0.806 | 0.729 | 0.607 | 0.694 | 0.767 | 0.839 | 0.866 | | DFKDE | Wide ResNet-50 | 0.774 | 0.708 | 0.422 | 0.905 | 0.959 | 0.903 | 0.936 | 0.746 | 0.853 | 0.736 | 0.687 | 0.749 | 0.574 | 0.697 | 0.843 | 0.892 | ### Pixel-Level AUC | Model | | Avg | Carpet | Grid | Leather | Tile | Wood | Bottle | Cable | Capsule | Hazelnut | Metal Nut | Pill | Screw | Toothbrush | Transistor | Zipper | | --------- | ------------------ | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: | :--------: | :--------: | :-------: | | STFPM | ResNet-18 | 0.951 | 0.986 | 0.988 | 0.991 | 0.946 | 0.949 | 0.971 | 0.898 | 0.962 | 0.981 | 0.942 | 0.878 | 0.983 | 0.983 | 0.838 | 0.972 | | STFPM | Wide ResNet-50 | 0.903 | 0.987 | **0.989** | 0.980 | **0.966** | 0.956 | 0.966 | 0.913 | 0.956 | 0.974 | 0.961 | 0.946 | **0.988** | 0.178 | 0.807 | 0.980 | | PatchCore | ResNet-18 | 0.935 | 0.979 | 0.843 | 0.989 | 0.934 | 0.925 | 0.956 | 0.923 | 0.942 | 0.967 | 0.913 | 0.931 | 0.924 | 0.958 | 0.881 | 0.954 | | PatchCore | Wide ResNet-50 | 0.955 | 0.988 | 0.903 | 0.990 | 0.957 | 0.936 | 0.972 | 0.950 | 0.968 | 0.974 | 0.960 | 0.948 | 0.917 | 0.969 | 0.913 | 0.976 | | PaDiM | ResNet-18 | 0.968 | 0.984 | 0.918 | **0.994** | 0.934 | 0.947 | 0.983 | 0.965 | 0.984 | 0.978 | 0.970 | 0.957 | 0.978 | 0.988 | 0.968 | 0.979 | | **PaDiM** | **Wide ResNet-50** | **0.979** | **0.991** | 0.970 | 0.993 | 0.955 | **0.957** | **0.985** | **0.970** | **0.988** | **0.985** | **0.982** | **0.966** | **0.988** | **0.991** | **0.976** | **0.986** | ### Image F1 Score | Model | | Avg | Carpet | Grid | Leather | Tile | Wood | Bottle | Cable | Capsule | Hazelnut | Metal Nut | Pill | Screw | Toothbrush | Transistor | Zipper | | --------- | ------------------ | :-------: | :-------: | :-------: | :-----: | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: | :-------: | :--------: | :--------: | :-------: | | STFPM | ResNet-18 | 0.932 | 0.961 | **0.982** | 0.989 | 0.930 | 0.951 | 0.984 | 0.819 | 0.918 | **0.993** | 0.973 | 0.918 | 0.887 | 0.984 | 0.790 | 0.908 | | STFPM | Wide ResNet-50 | 0.926 | 0.973 | 0.973 | 0.974 | 0.965 | 0.929 | 0.976 | 0.853 | 0.920 | 0.972 | 0.974 | 0.922 | 0.884 | 0.833 | 0.815 | 0.931 | | PatchCore | ResNet-18 | 0.896 | 0.933 | 0.857 | 0.995 | 0.964 | **0.983** | 0.959 | 0.790 | 0.908 | 0.964 | 0.903 | 0.916 | 0.853 | 0.866 | 0.653 | 0.898 | | PatchCore | Wide ResNet-50 | 0.923 | 0.961 | 0.875 | **1.0** | **0.989** | 0.975 | 0.984 | 0.832 | 0.908 | 0.972 | 0.920 | 0.922 | 0.853 | 0.862 | 0.842 | 0.953 | | PaDiM | ResNet-18 | 0.916 | 0.930 | 0.893 | 0.984 | 0.934 | 0.952 | 0.976 | 0.858 | 0.960 | 0.836 | 0.974 | 0.932 | 0.879 | 0.923 | 0.796 | 0.915 | | **PaDiM** | **Wide ResNet-50** | **0.951** | **0.989** | 0.930 | **1.0** | 0.960 | **0.983** | **0.992** | 0.856 | **0.982** | 0.937 | **0.978** | **0.946** | **0.895** | **0.952** | **0.914** | 0.947 | | DFM | ResNet-18 | 0.919 | 0.895 | 0.844 | 0.926 | 0.971 | 0.948 | 0.977 | **0.874** | 0.935 | 0.957 | 0.958 | 0.921 | 0.874 | 0.933 | 0.833 | 0.943 | | DFM | Wide ResNet-50 | 0.918 | 0.960 | 0.844 | 0.990 | 0.970 | 0.959 | 0.976 | 0.848 | 0.944 | 0.913 | 0.912 | 0.919 | 0.859 | 0.893 | 0.815 | **0.961** | | DFKDE | ResNet-18 | 0.872 | 0.864 | 0.844 | 0.854 | 0.960 | 0.898 | 0.942 | 0.793 | 0.908 | 0.827 | 0.894 | 0.916 | 0.859 | 0.853 | 0.756 | 0.916 | | DFKDE | Wide ResNet-50 | 0.875 | 0.907 | 0.844 | 0.905 | 0.945 | 0.914 | 0.946 | 0.790 | 0.914 | 0.817 | 0.894 | 0.922 | 0.855 | 0.845 | 0.722 | 0.910 |