Anomaly Localization on VisA (Pixel-level AUROC)
97.5Pixel AUROCResAD
Evaluation Results
| Method | Links | |
|---|---|---|
| ResADSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | 97.5 | |
| ResADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 96.4 | |
| PaDiMSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 95.2 | |
| ResADSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | 95.1 | |
| WinCLIPSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | 94.9 | |
| ResADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 94.9 | |
| WinCLIPSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | 93.5 | |
| RegADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 93.3 | |
| PaDiMSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 93.3 | |
| RegADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 88.5 | |
| PatchCoreSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 87.1 | |
| UniADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 81.8 | |
| UniADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 81.8 | |
| PatchCoreSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 80.4 | |
| RDADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 79.9 | |
| RDADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 79.9 | |
| SPADESetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 65.4 | |
| SPADESetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 65.4 |