| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| BUSI | Ours (Ensemble 1000/15) | Accuracy97.44 | 126 | 12d ago | |
| BTC | Reprogramming Distillation | Accuracy82.49 | 111 | 27d ago | |
| COVID | LGDEA | Accuracy90.47 | 91 | 7d ago | |
| MedMnist BloodMnist (test) | CUFIT | Accuracy99 | 65 | 3mo ago | |
| DermaMNIST | MKG-CARE | Accuracy83.6 | 63 | 7d ago | |
| PathMNIST | Accuracy99.38 | 61 | 7d ago | ||
| NCT-CRC-HE-100K (test) | Accuracy93.3 | 51 | 22d ago | ||
| PATHMNIST | Clean Accuracy89.45 | 48 | 1d ago | ||
| RSNA | Med-UniC (ViT-L/32) | AUC94.5 | 48 | 2mo ago | |
| OCTMNIST | MO-MAE | Accuracy91.7 | 47 | 7d ago | |
| ISIC | Reprogramming Distillation | Accuracy79.76 | 43 | 27d ago | |
| Covid (test) | Full fine-tuning | Accuracy97.4 | 43 | 3mo ago | |
| BTMRI | MedAugment | Accuracy90.37 | 41 | 7d ago | |
| ISIC 2018 | Chaos-SSL | Accuracy92.61 | 40 | 7d ago | |
| HAM10000 | PS-CBM | Accuracy83.4 | 39 | 3mo ago | |
| Kvasir | FedFew | Accuracy92.84 | 37 | 12d ago | |
| CheXpert | Med-UniC (ViT-L/32) | AUC91.2 | 36 | 3mo ago | |
| MedMNIST Breast (test) | UMed-LVLM | Accuracy92.8 | 36 | 3mo ago | |
| MedMNIST Derma (test) | UMed-LVLM | Accuracy84.1 | 36 | 3mo ago | |
| MedMNIST Pneumonia (test) | MedNNST5 | Accuracy96.2 | 36 | 3mo ago | |
| COVIDx | Med-UniC (ViT-L/32) | Accuracy95.2 | 36 | 3mo ago | |
| OrgancMnist MedMnist (test) | CUFIT | Test Accuracy93.7 | 35 | 3mo ago | |
| APTOS 2019 (test) | JoCor | Test Accuracy84.8 | 35 | 3mo ago | |
| Blood | Top-1 Accuracy99.61 | 34 | 2mo ago | ||
| SC (Skin Cancer) (test) | MedGemma | Accuracy79.05 | 33 | 3mo ago |
