Anomaly Detection on BTAD (Image-level Class AUROC)
95.8Average Image-level AUROCPyramidFlow
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PyramidFlow2023.05 | 95.8 | 100 | 88.2 | 99.3 | |
| ReConPatch2023.05 | 95.8 | 99.7 | 87.7 | 100 | |
| RD++2023.05 | 95.6 | 96.8 | 90.1 | 100 | |
| ResADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 95.6 | — | — | — | |
| AA-CLIPAvailable training shots=full2025.03 | 94.8 | — | — | — | |
| AA-CLIPAvailable training shots=642025.03 | 94.7 | — | — | — | |
| RD4AD2023.05 | 94.3 | 96.3 | 86.6 | 100 | |
| MVFA-ADAvailable training shots=full2025.03 | 94.3 | — | — | — | |
| CFA2023.05 | 94.2 | 98.1 | 85.5 | 99 | |
| PaDiM2023.05 | 93.7 | 99.8 | 82 | 99.4 | |
| ResADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 93.6 | — | — | — | |
| PatchCore2023.05 | 93.1 | 98 | 81.6 | 99.8 | |
| InCTRLSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | 92.3 | — | — | — | |
| InCTRLSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | 91.7 | — | — | — | |
| ResADSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | 91.5 | — | — | — | |
| ResADSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | 91.1 | — | — | — | |
| FastFlow2023.05 | 91 | 99.4 | 82.4 | 91.1 | |
| AdaCLIPAvailable training shots=full2025.03 | 90.9 | — | — | — | |
| AA-CLIPAvailable training shots=162025.03 | 90.9 | — | — | — | |
| RegADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 90.8 | — | — | — | |
| PaDiMSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 89.9 | — | — | — | |
| AA-CLIPAvailable training shots=22025.03 | 88 | — | — | — | |
| SPADE2023.05 | 87.6 | 91.4 | 71.4 | 99.9 | |
| RegADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 87.2 | — | — | — | |
| WinCLIPSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | 87.2 | — | — | — | |
| WinCLIPSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | 85.5 | — | — | — | |
| AnomalyCLIPAvailable training shots=full2025.03 | 85.3 | — | — | — | |
| PatchCoreSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 84 | — | — | — | |
| VT-ADL2023.05 | 83.7 | 97.6 | 71 | 82.6 | |
| RDADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 82.7 | — | — | — | |
| RDADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 82.7 | — | — | — | |
| SPADESetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 81.7 | — | — | — | |
| PatchcoreProtocol=Full-shot2024.03 | 81.6 | 94.3 | 81.8 | 68.6 | |
| Text-Guided Variational Image GenerationProtocol=Full-shot2024.03 | 81.3 | 94.1 | 82.4 | 67.5 | |
| Text-Guided Variational Image GenerationProtocol=Few-shot2024.03 | 81.1 | 94.4 | 80.7 | 68.3 | |
| PatchCoreSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 80.9 | — | — | — | |
| Text-Guided Variational Image GenerationProtocol=One-shot2024.03 | 80.1 | 92.4 | 77.3 | 70.5 | |
| PatchcoreProtocol=Few-shot2024.03 | 80 | 91.7 | 80.5 | 67.7 | |
| SPADESetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 79.5 | — | — | — | |
| UniADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 74.6 | — | — | — | |
| CLIP & VANDAvailable training shots=N/A2025.03 | 73.6 | — | — | — | |
| PatchcoreProtocol=One-shot2024.03 | 70 | 72.2 | 73.3 | 64.6 | |
| WinCLIPAvailable training shots=N/A2025.03 | 68.2 | — | — | — | |
| PaDiMSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 67.1 | — | — | — | |
| UniADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 67.1 | — | — | — |