| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| MVTec-AD | DualAnoDiff | Pixel AUROC99.9 | 534 | 6d ago | |
| MVTec-AD (test) | DefectFill | Pixel AUROC100 | 211 | 1mo ago | |
| VisA | HVQ-Trans | P-AUROC0.994 | 127 | 1mo ago | |
| MPDD (test) | DTD | Pixel AUROC0.9935 | 81 | 16d ago | |
| MVTec | SimpleNet | AUC99.6 | 78 | 2mo ago | |
| VisA (test) | INP-Former | AUPRO94.7 | 68 | 7d ago | |
| VisA | PatchCore | AUROC (Unified)99.7 | 52 | 3mo ago | |
| MVTec AD 1.0 (test) | MRKD | AUROC (Pixel)99.6 | 47 | 2mo ago | |
| Real-IAD | Dinomaly | P-AUROC98.9 | 43 | 2mo ago | |
| VisA | HyperFSAD | PRO93.1 | 41 | 21d ago | |
| VisA | AUROC98.8 | 38 | 9d ago | ||
| Eyecandies | Text-Guided Multimodal Unified IAD | AUPRO @30%97.37 | 33 | 1mo ago | |
| MVTec (test) | CflowAD | avg AUROC98.6 | 32 | 3mo ago | |
| MVTec AD few-shot | LogSAD | AUROC97.6 | 30 | 3mo ago | |
| MVTec3D | 3DSR | P-AUROC99.5 | 30 | 1mo ago | |
| MVTec 3D-AD | GPAD | AUPRO (Mean)97.7 | 29 | 5d ago | |
| MPDD 1.0 (test) | RealNet | Pixel AUROC99.35 | 29 | 3mo ago | |
| BTAD | UniADet‡ | AUROC98.4 | 29 | 1mo ago | |
| BUSI (test) | MediCLIP | Pixel AUROC0.901 | 28 | 3mo ago | |
| DTD | AnomalyVFM | AUROC99.4 | 27 | 2mo ago | |
| ClinicDB | AnomalyVFM | AUROC92 | 26 | 2mo ago | |
| ISIC | AF-CLIP | AUROC94.8 | 26 | 2mo ago | |
| DAGM | WMoE-CLIP | AUROC99.5 | 26 | 2mo ago | |
| BTAD (test) | RealNet | Avg Pixel AUROC98 | 24 | 2mo ago | |
| VisA | RAID | AUROC99 | 23 | 3mo ago |
