| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| LiverCT | MadCLIP | AUC91.46 | 72 | 3mo ago | |
| RESC | MadCLIP | AUC (%)99.11 | 68 | 3mo ago | |
| OCT 17 | APRIL-GAN | AUC99.93 | 54 | 3mo ago | |
| MVTec AD (test) | PatchCore | AUROC (Image)99.6 | 50 | 1mo ago | |
| BrainMRI | MadCLIP | AUC95.9 | 47 | 3mo ago | |
| HIS | MadCLIP | AUC90.14 | 40 | 3mo ago | |
| VisA 1.0 (test) | APRIL-GAN | AUROC (cls)92.6 | 34 | 3mo ago | |
| MVTec AD | Res2CLIP† | AUROC (Classification)97.9 | 27 | 16d ago | |
| ChestXray | MedCLIP | AUC84.06 | 26 | 3mo ago | |
| Chest | MadCLIP | AUC88.15 | 24 | 3mo ago | |
| MTD (test) | UniFormaly + AnomalyNCD | NMI0.421 | 21 | 3mo ago | |
| HeadCT | AHL | Image AUC99.9 | 21 | 3mo ago | |
| VisA (test) | RareCLIP + AnoRefiner | AUROC (cls)94.7 | 20 | 3mo ago | |
| MVTec AD 1.0 (test) | WinCLIP | AUROC95.2 | 17 | 3mo ago | |
| MVTec 4 (test) | DDAD-10 | Average Image AUROC99.8 | 16 | 7d ago | |
| LiverCT BTCV + LiTs | MFA | AUC (%)85.9 | 16 | 3mo ago | |
| BrainMRI BraTS 2021 | MFA | AUC0.944 | 16 | 3mo ago | |
| BUSI | UltraAD | AUROC73.8 | 15 | 3mo ago | |
| MVTecAD Pareto distribution | TailedCore | Ct AUROC (%)96.55 | 14 | 7d ago | |
| AnomLLM (test) | ANOMSEER-7B | Accuracy65 | 13 | 3mo ago | |
| MPDD | MuSc-V2 | Image AUC79 | 13 | 1mo ago | |
| BTAD (test) | Average AUROC0.956 | 13 | 3mo ago | ||
| VisA | DDAD-10 | Image AUC98.9 | 12 | 3mo ago | |
| ChestXray RSNA | MFA | AUC85.72 | 12 | 3mo ago | |
| HIS Camelyon16 | MFA | AUC85.1 | 12 | 3mo ago |
