| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| DermoBench Out-of-Distribution | Derm1M Score94 | 21 | 4d ago | ||
| DermoBench In-Distribution | DermoGPT-RL | Accuracy (4-class)90.3 | 21 | 4d ago | |
| TN5K | Swin-b | Accuracy89.8 | 14 | 4d ago | |
| BUS-CoT | UMind-VL | Accuracy77.74 | 14 | 4d ago | |
| BUS-BRA OOD | UMind-VL | Accuracy84.96 | 11 | 4d ago | |
| Glaucoma (hetero) | SeATrans | Accuracy80.7 | 10 | 4d ago | |
| Glaucoma homo | SeATrans | Accuracy86.96 | 10 | 4d ago | |
| Melanoma (hetero) | SeATrans | Acc84.42 | 9 | 4d ago | |
| Thyroid Cancer (hetero) | Accuracy84.93 | 9 | 4d ago | ||
| Melanoma homo | SeATrans | Accuracy85.59 | 9 | 4d ago | |
| Thyroid Cancer (homo) | Accuracy0.876 | 9 | 4d ago | ||
| HepatoPathoBench | Hepato-LLaVA | WSI-P75 | 7 | 4d ago | |
| Fitzpatrick17k (test) | rectified-evi-CEM | AUC90.11 | 6 | 4d ago | |
| OCTID n=174 (test) | RetFiner-V | Balanced Accuracy96.3 | 6 | 4d ago | |
| OCTDL n=332 (test) | RetFiner-V | BAcc90.9 | 6 | 4d ago | |
| Noor Eye Hospital n=30 (test) | RetFiner-R | BAcc95.3 | 6 | 4d ago | |
| NEHUT n=135 (test) | RetFiner-R | BAcc89.5 | 6 | 4d ago | |
| Harvard Glaucoma n=400 (test) | RetFiner-R | Balanced Acc77.7 | 6 | 4d ago | |
| Fitzpatrick17k Dc (test) | CEM | AUC78.63 | 4 | 4d ago | |
| Medical Diagnosis Data | - | - | 0 | 4d ago |
