MVTec AD
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Anomaly Localization | MVTec-AD | Pixel AUROC99.9 | 513 | |
| Anomaly Detection | MVTec-AD (test) | I-AUROC100 | 327 | |
| Anomaly Localization | MVTec-AD (test) | Pixel AUROC100 | 211 | |
| Anomaly Detection | MVTec-AD (test) | P-AUROC99.9 | 152 | |
| Anomaly Segmentation | MVTec AD | AUROC (Pixelwise)0.9906 | 105 | |
| Image-level Anomaly Detection | MVTec AD (test) | Overall AUROC99.7 | 86 | |
| Anomaly Generation | MVTec-AD | KID1.48 | 85 | |
| Anomaly Segmentation | MVTec AD (test) | AUROC (Pixel)98.6 | 85 | |
| Anomaly Detection | MVTec AD | Overall AUROC99.8 | 83 | |
| Image-level Anomaly Detection | MVTec AD | AUROC99.8 | 82 | |
| Anomaly Detection | MVTec-AD | AP-I100 | 80 | |
| Anomaly Detection | MVTec AD 1.0 (test) | Image AUROC100 | 67 | |
| Synthetic Anomaly Generation | MVTec AD (test) | IS4.95 | 64 | |
| Anomaly Detection | MVTec-AD | Image-level AUROC97.9 | 52 | |
| Anomaly Classification | MVTec AD (test) | AUROC (Image)99.6 | 50 | |
| Anomaly Localization | MVTec AD 1.0 (test) | AUROC (Pixel)99.6 | 47 | |
| Anomaly Detection | MVTec AD | AUROC (Image-level)99.72 | 45 | |
| Anomaly Detection | MVTec-AD | I-AUROC99.8 | 43 | |
| Anomaly Detection | MVTec AD | Carpet AUROC100 | 40 | |
| Anomaly Detection | MVTec AD | P-AUROC0.993 | 38 | |
| Anomaly Detection | MVTec AD | AUROC95.3 | 35 | |
| Anomaly Generation | MVTec-AD (test) | IC-LPIPS0.12 | 33 | |
| Anomaly Detection | MVTec AD | AUROC0.996 | 33 | |
| Image Anomaly Detection | MVTec AD | Carpet I-AUROC100 | 32 | |
| Anomaly Localization | MVTec AD few-shot | AUROC97.6 | 30 |
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