Anomaly Detection on MVTec-AD (Image-AUC, Pixel-AUC)
96.3Image AUCAnomalyGPT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AnomalyGPTSetup=4-shot2025.01 | 96.3 | 96.2 | |
| FiLo++Setup=4-shot2025.01 | 96.3 | 96.6 | |
| FiLo++Setup=2-shot2025.01 | 95.8 | 96.5 | |
| AnomalyGPTSetup=2-shot2025.01 | 95.5 | 95.6 | |
| WinCLIPSetup=4-shot2025.01 | 95.2 | 96.2 | |
| FiLo++Setup=1-shot2025.01 | 95 | 96.2 | |
| WinCLIPSetup=2-shot2025.01 | 94.4 | 96 | |
| AnomalyGPTSetup=1-shot2025.01 | 94.1 | 95.3 | |
| WinCLIPSetup=1-shot2025.01 | 93.1 | 95.2 | |
| WinCLIPBackbone=ViT-B/16@240px, Anomaly Description=state ensemble2024.04 | 91.8 | 85.1 | |
| AnomalyCLIPBackbone=ViT-L/14@336px, Anomaly Description=normal / damaged2024.04 | 91.5 | 91.1 | |
| FiLoBackbone=ViT-L/14@336px, Anomaly Description=fine-grained description2024.04 | 91.2 | 92.3 | |
| AnomalyCLIP-Backbone=ViT-L/14@336px, Anomaly Description=normal / damaged2024.04 | 90.8 | 89.5 | |
| PatchCoreSetup=4-shot2025.01 | 88.8 | 94.3 | |
| PatchCoreSetup=2-shot2025.01 | 86.3 | 93.3 | |
| APRIL-GANBackbone=ViT-L/14@336px, Anomaly Description=state ensemble2024.04 | 86.1 | 87.6 | |
| SPADESetup=4-shot2025.01 | 84.8 | 92.7 | |
| PatchCoreSetup=1-shot2025.01 | 83.4 | 92 | |
| SPADESetup=2-shot2025.01 | 82.9 | 92 | |
| SPADESetup=1-shot2025.01 | 81 | 91.2 | |
| CLIPBackbone=ViT-L/14@336px, Anomaly Description=normal / anomalous2024.04 | 74.1 | 38.4 | |
| CLIP-ACBackbone=ViT-L/14@336px, Anomaly Description=normal / anomalous2024.04 | 71.5 | 38.2 |