Anomaly Detection on MVTec3D (Image-level AUROC)
82.4Image-level AUROCResAD
Evaluation results
| Method | Links | |
|---|---|---|
| ResADSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | 82.4 | |
| ResADSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | 78.5 | |
| WinCLIPSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | 76 | |
| WinCLIPSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | 74.1 | |
| ResADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 70.9 | |
| InCTRLSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | 69.1 | |
| InCTRLSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | 68.9 | |
| ResADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 64.5 | |
| PaDiMSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 62.8 | |
| SPADESetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 62.5 | |
| SPADESetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 62.3 | |
| RegADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 62.3 | |
| PatchCoreSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 61.5 | |
| PaDiMSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 59.6 | |
| RegADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 59.5 | |
| PatchCoreSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 58.8 | |
| RDADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 58.7 | |
| RDADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 58.7 | |
| UniADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 51.7 | |
| UniADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 51.7 |