Anomaly Localization on ShanghaiTech (Pixel-level AUROC)
92.6Pixel AUROCResAD
Evaluation Results
| Method | Links | |
|---|---|---|
| ResADSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | 92.6 | |
| ResADSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | 91.9 | |
| ResADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 89.5 | |
| WinCLIPSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | 88.6 | |
| ResADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 88.5 | |
| PatchCoreSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 88.2 | |
| WinCLIPSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | 88.1 | |
| PatchCoreSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 87.8 | |
| RegADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 87.7 | |
| SPADESetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 87.4 | |
| RegADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 87.3 | |
| SPADESetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 87 | |
| PaDiMSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 85.9 | |
| PaDiMSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 85.6 | |
| UniADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 79.4 | |
| UniADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 79.4 | |
| RDADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 77.6 | |
| RDADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 77.6 |