Anomaly Detection on FashionMNIST (test)
0.959ROCAUCESAD
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ESADratio_of_labeled_anomalies=0.22020.12 | 0.959 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ESADratio_of_labeled_anomalies=0.12020.12 | 0.958 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ESADratio_of_labeled_anomalies=0.052020.12 | 0.956 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ESADratio_of_labeled_anomalies=0.012020.12 | 0.953 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DN2finetuning=without finetuning, feature_extractor=ImageNet-pretrained2020.02 | 0.944 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GOAD2020.02 | 0.941 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GOAD2020.05 | 0.941 | 0.941 | 0.985 | 0.908 | 0.916 | 0.914 | 0.948 | 0.834 | 0.979 | 0.989 | 0.992 | — | — | |
| GEOOutlier Exposure (OE)=without2020.07 | 0.94 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ESADratio_of_labeled_anomalies=02020.12 | 0.94 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GEOM2020.02 | 0.935 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GEOMDirichlet condition=w. Dirichlet2020.05 | 0.935 | 0.994 | 0.976 | 0.911 | 0.899 | 0.921 | 0.934 | 0.833 | 0.989 | 0.908 | 0.992 | — | — | |
| TLSADratio_of_labeled_anomalies=0.22020.12 | 0.932 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DSVDDOutlier Exposure (OE)=without2020.07 | 0.93 | — | — | — | — | — | — | — | — | — | — | — | — | |
| OC-SVM2020.02 | 0.928 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deep-SVDD2020.05 | 0.928 | 0.982 | 0.903 | 0.907 | 0.942 | 0.894 | 0.918 | 0.834 | 0.988 | 0.919 | 0.99 | — | — | |
| TLSADratio_of_labeled_anomalies=0.12020.12 | 0.92 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TLSADratio_of_labeled_anomalies=0.052020.12 | 0.914 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deep SADratio_of_labeled_anomalies=0.12020.12 | 0.913 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSAD Hybridratio_of_labeled_anomalies=02020.12 | 0.912 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSAD Hybridratio_of_labeled_anomalies=0.12020.12 | 0.91 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deep SADratio_of_labeled_anomalies=0.22020.12 | 0.91 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSAD Hybridratio_of_labeled_anomalies=0.052020.12 | 0.905 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deep SADratio_of_labeled_anomalies=0.052020.12 | 0.905 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deep SADratio_of_labeled_anomalies=0.012020.12 | 0.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSAD Hybridratio_of_labeled_anomalies=0.22020.12 | 0.897 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSAD Hybridratio_of_labeled_anomalies=0.012020.12 | 0.894 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deep SADratio_of_labeled_anomalies=02020.12 | 0.892 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FCDDOutlier Exposure (OE)=with2020.07 | 0.89 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TLSADratio_of_labeled_anomalies=0.012020.12 | 0.884 | — | — | — | — | — | — | — | — | — | — | — | — | |
| AEOutlier Exposure (OE)=without2020.07 | 0.82 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GEOMDirichlet condition=no Dirichlet2020.05 | 0.798 | 0.778 | 0.791 | 0.808 | 0.792 | 0.778 | 0.58 | 0.736 | 0.874 | 0.846 | 0.995 | — | — | |
| SS-DGMratio_of_labeled_anomalies=0.22020.12 | 0.747 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SS-DGMratio_of_labeled_anomalies=0.12020.12 | 0.729 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SS-DGMratio_of_labeled_anomalies=0.052020.12 | 0.714 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SS-DGMratio_of_labeled_anomalies=0.012020.12 | 0.651 | — | — | — | — | — | — | — | — | — | — | — | — | |
| AE2021.06 | — | 0.716 | 0.969 | 0.729 | 0.785 | 0.829 | 0.931 | 0.667 | 0.954 | 0.7 | 0.807 | 0.809 | — | |
| AND2021.06 | — | 0.883 | 0.964 | 0.868 | 0.922 | 0.88 | 0.868 | 0.769 | 0.988 | 0.875 | 0.968 | 0.898 | — | |
| AnoGAN2021.06 | — | 0.89 | 0.971 | 0.865 | 0.912 | 0.876 | 0.896 | 0.743 | 0.972 | 0.819 | 0.899 | 0.884 | — | |
| DAGMM2021.06 | — | 0.519 | 0.34 | 0.269 | 0.57 | 0.504 | 0.705 | 0.483 | 0.835 | 0.551 | 0.34 | 0.518 | — | |
| DASVDD2021.06 | — | 0.912 | 0.99 | 0.893 | 0.937 | 0.907 | 0.938 | 0.828 | 0.986 | 0.894 | 0.979 | 0.926 | — | |
| DSVDD2021.06 | — | 0.791 | 0.94 | 0.83 | 0.829 | 0.87 | 0.803 | 0.749 | 0.942 | 0.791 | 0.932 | 0.848 | — | |
| IF2021.06 | — | 0.868 | 0.977 | 0.871 | 0.901 | 0.898 | 0.887 | 0.797 | 0.98 | 0.883 | 0.979 | 0.906 | — | |
| KDE2021.06 | — | 0.883 | 0.943 | 0.877 | 0.884 | 0.863 | 0.859 | 0.747 | 0.961 | 0.846 | 0.942 | 0.88 | — | |
| OCGAN2021.06 | — | 0.901 | 0.982 | 0.898 | 0.92 | 0.903 | 0.891 | 0.793 | 0.988 | 0.88 | 0.964 | 0.912 | — | |
| OCSVM2021.06 | — | 0.906 | 0.975 | 0.881 | 0.913 | 0.885 | 0.876 | 0.814 | 0.984 | 0.86 | 0.977 | 0.907 | — | |
| PixCNN2021.06 | — | 0.789 | 0.902 | 0.808 | 0.845 | 0.832 | 0.816 | 0.721 | 0.929 | 0.794 | 0.842 | 0.828 | — | |
| VAE2021.06 | — | 0.874 | 0.977 | 0.816 | 0.912 | 0.872 | 0.916 | 0.738 | 0.976 | 0.795 | 0.965 | 0.884 | — |