Anomaly Localization on MVTec (test)
98.6avg AUROCCflowAD
Evaluation results
| Method | Links | ||||||||||||||||||||||||||||||||||||||||||||||||
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| CflowADData=full data, ImageNet Pretrain=true, Backbone=WRN502022.07 | 98.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreData=full data, ImageNet Pretrain=true, Backbone=WRN502022.07 | 98.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PaDiMData=full data, ImageNet Pretrain=true, Backbone=WRN502022.07 | 97.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PaDim2021.08 | 97.4 | 98.2 | 77.3 | 98.6 | 46.7 | 97.1 | 35.7 | 99 | 53.5 | 95.7 | 61.2 | 94.1 | 52.4 | 97.6 | 72 | 98.4 | 58.2 | 96.7 | 45.4 | 99 | 60.7 | 98.1 | 61.1 | 97.3 | 77.4 | 98.4 | 21.7 | 98.8 | 54.7 | 94.1 | 46.3 | 55 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FYDData=full data, ImageNet Pretrain=true, Backbone=Res182022.07 | 97.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRÆM2021.08 | 97.3 | 99.1 | 86.5 | 94.3 | 49.4 | 99.7 | 65.7 | 98.6 | 75.3 | 97.6 | 48.5 | 99.2 | 92.3 | 90.9 | 50.7 | 98.8 | 81.5 | 94.7 | 52.4 | 95.5 | 53.5 | 99.7 | 92.9 | 99.5 | 96.3 | 97.6 | 58.2 | 98.1 | 44.7 | 96.4 | 77.7 | 68.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PACKDShots=8, Backbone=WRN502025.12 | 97.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RegAD (k=32)Data=32 images, ImageNet Pretrain=true, Backbone=Res182022.07 | 96.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RFRShots=8, Backbone=Res182025.12 | 96.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RegAD (k=8)Data=8 images, ImageNet Pretrain=true, Backbone=Res182022.07 | 96.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RegADShots=8, Backbone=Res182025.12 | 96.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RegAD (k=16)Data=16 images, ImageNet Pretrain=true, Backbone=Res182022.07 | 96.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RFRShots=4, Backbone=Res182025.12 | 96.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PACKDShots=4, Backbone=WRN502025.12 | 96.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CutPasteData=full data, ImageNet Pretrain=true, Backbone=Res182022.07 | 96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RFRShots=2, Backbone=Res182025.12 | 95.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RegAD (k=4)Data=4 images, ImageNet Pretrain=true, Backbone=Res182022.07 | 95.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RegADShots=4, Backbone=Res182025.12 | 95.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreShots=8, Backbone=WRN502025.12 | 95.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PACKDShots=2, Backbone=WRN502025.12 | 95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreShots=4, Backbone=WRN502025.12 | 95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreShots=2, Backbone=WRN502025.12 | 94.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RegADShots=2, Backbone=Res182025.12 | 94.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RIAD2021.08 | 94.2 | 98.4 | 76.4 | 92.8 | 38.2 | 98.8 | 36.4 | 99.4 | 49.1 | 95.7 | 51.6 | 89.1 | 52.6 | 87.7 | 39.2 | 97.8 | 63.4 | 84.2 | 24.4 | 96.3 | 61.4 | 96.1 | 33.8 | 92.5 | 64.3 | 98.8 | 43.9 | 98.9 | 50.6 | 85.8 | 38.2 | 48.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| US2021.08 | 93.9 | 97.8 | 74.2 | 96.8 | 25.9 | 89.9 | 10.1 | 97.8 | 40.9 | 96.5 | 62 | 92.5 | 65.3 | 73.7 | 27.1 | 95.6 | 36.1 | 91.9 | 48.2 | 93.5 | 52.2 | 98.2 | 57.8 | 97.2 | 83.5 | 97.4 | 7.8 | 97.9 | 37.7 | 92.1 | 53.3 | 45.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CFAShots=8, Backbone=WRN502025.12 | 91.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CFAShots=4, Backbone=WRN502025.12 | 91.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CFAShots=2, Backbone=WRN502025.12 | 91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MKDData=full data, ImageNet Pretrain=true, Backbone=Res182022.07 | 90.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RD4ADShots=8, Backbone=WRN502025.12 | 73 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RD4ADShots=4, Backbone=WRN502025.12 | 72.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RD4ADShots=2, Backbone=WRN502025.12 | 71.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| [22]2022.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 76.4 | 38.2 | 36.4 | 49.1 | 51.6 | 52.6 | 39.2 | 63.4 | 24.4 | 61.4 | 33.8 | 64.3 | 43.9 | 50.6 | 38.2 | 48.2 | |
| [4]2022.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 74.2 | 25.9 | 10.1 | 40.9 | 62 | 65.3 | 27.1 | 36.1 | 48.2 | 52.2 | 57.8 | 83.5 | 7.8 | 37.7 | 53.3 | 45.5 | |
| [7]2022.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 77.3 | 46.7 | 35.7 | 53.5 | 61.2 | 52.4 | 72 | 58.2 | 45.4 | 60.7 | 61.1 | 77.4 | 21.7 | 54.7 | 46.3 | 55 | |
| DRÆM2022.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 86.5 | 49.4 | 65.7 | 75.3 | 48.5 | 92.3 | 50.7 | 81.5 | 52.4 | 53.5 | 92.9 | 96.3 | 58.2 | 44.7 | 77.7 | 68.4 | |
| DSR2022.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.8 | 53.3 | 68 | 62.5 | 65.7 | 93.9 | 41.1 | 78.5 | 70.4 | 78.2 | 87.3 | 67.5 | 52.5 | 74.2 | 68.4 | 70.2 |