| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ACL Sprain Diagnosis | Weighted Policy | Balanced Accuracy0.8476 | 42 | 3mo ago | |
| Cartilage Thickness Loss (test) | Balanced Accuracy76.06 | 42 | 3mo ago | ||
| Open-I | Accuracy99.22 | 41 | 15d ago | ||
| ODIR 21 (test) | MoRA | F1 Macro99.77 | 36 | 3mo ago | |
| CXR 20 (test) | MoRA | F1-Macro75.37 | 36 | 3mo ago | |
| PET-Bench | DD Score54.78 | 19 | 3mo ago | ||
| MIMIC-IV 1.0 (test) | CAML | Micro Precision72.82 | 17 | 3mo ago | |
| MIMIC-III 1.0 (test) | CAML | Micro Precision69.04 | 17 | 3mo ago | |
| OASIS BOLD (test) | BNT | Accuracy89.57 | 16 | 3mo ago | |
| OASIS CORR (test) | NeuroPath | Accuracy90.01 | 16 | 3mo ago | |
| ADNI BOLD (test) | BNT | Accuracy84.33 | 16 | 3mo ago | |
| ADNI CORR (test) | NeuroPath | Accuracy85.56 | 16 | 3mo ago | |
| eICU | GraphPL | AUPRC41.2 | 15 | 1mo ago | |
| Average across datasets | MKCNet | AUC89.11 | 15 | 3mo ago | |
| MIMIC-IV-Ext Cardiac Disease (test) | DxChain | Primary Diagnosis Accuracy75.04 | 14 | 1mo ago | |
| ChestX-ray14 (test) | Worst-case AUC0.776 | 14 | 3mo ago | ||
| SkinCon (test) | ResNet* | Class Accuracy77.88 | 10 | 1d ago | |
| PAS (test) | HyperCBM | Class Accuracy81.93 | 10 | 1d ago | |
| symptom to diagnosis | Full Hybrid | Top-1 Accuracy44.8 | 8 | 8d ago | |
| L-MIMIC (test) | Maira2 | F1 Score58.2 | 7 | 3mo ago | |
| CMCQA | MindMap | Win Rate37.18 | 5 | 3mo ago |
