| MIMIC-IV (test) | CAMP | Macro F191.31 | | 26 | 16d ago |
| TCGA GBM-LGG and IvyGAP (3-fold val) | Ours (Tch) | AUC96.31 | | 26 | 1mo ago |
| DermoBench Out-of-Distribution | | Derm1M Score94 | | 21 | 1mo ago |
| DermoBench In-Distribution | DermoGPT-RL | Accuracy (4-class)90.3 | | 21 | 1mo ago |
| TN5K | Swin-b | Accuracy89.8 | | 14 | 1mo ago |
| BUS-CoT | UMind-VL | Accuracy77.74 | | 14 | 1mo ago |
| BUS-BRA OOD | UMind-VL | Accuracy84.96 | | 11 | 1mo ago |
| fastMRI | LOUPE | PSNR26.2 | | 10 | 3d ago |
| Glaucoma (hetero) | SeATrans | Accuracy80.7 | | 10 | 1mo ago |
| Glaucoma homo | SeATrans | Accuracy86.96 | | 10 | 1mo ago |
| Melanoma (hetero) | SeATrans | Acc84.42 | | 9 | 1mo ago |
| Thyroid Cancer (hetero) | | Accuracy84.93 | | 9 | 1mo ago |
| Melanoma homo | SeATrans | Accuracy85.59 | | 9 | 1mo ago |
| Thyroid Cancer (homo) | | Accuracy0.876 | | 9 | 1mo ago |
| DiagnosisArena | Mixed-Vendor MAC | Top-1 Accuracy36.36 | | 7 | 1mo ago |
| HepatoPathoBench | Hepato-LLaVA | WSI-P75 | | 7 | 1mo ago |
| Fitzpatrick17k (test) | rectified-evi-CEM | AUC90.11 | | 6 | 1mo ago |
| OCTID n=174 (test) | RetFiner-V | Balanced Accuracy96.3 | | 6 | 1mo ago |
| OCTDL n=332 (test) | RetFiner-V | BAcc90.9 | | 6 | 1mo ago |
| Noor Eye Hospital n=30 (test) | RetFiner-R | BAcc95.3 | | 6 | 1mo ago |
| NEHUT n=135 (test) | RetFiner-R | BAcc89.5 | | 6 | 1mo ago |
| Harvard Glaucoma n=400 (test) | RetFiner-R | Balanced Acc77.7 | | 6 | 1mo ago |
| WSI-Bench | PathMem | WSI Precision (Open)70.7 | | 5 | 1mo ago |
| MedR-Bench | GSEM | R87.4 | | 4 | 25d ago |
| Fitzpatrick17k Dc (test) | CEM | AUC78.63 | | 4 | 1mo ago |
