| MIMIC-IV (test) | CAMP | Macro F191.31 | | 26 | 3mo ago |
| TCGA GBM-LGG and IvyGAP (3-fold val) | Ours (Tch) | AUC96.31 | | 26 | 4mo ago |
| DermoBench Out-of-Distribution | | Derm1M Score94 | | 21 | 4mo ago |
| DermoBench In-Distribution | DermoGPT-RL | Accuracy (4-class)90.3 | | 21 | 4mo ago |
| ADHD-200 AAL116 atlas (test) | I²B-HGNN | Accuracy77.31 | | 14 | 3mo ago |
| TN5K | Swin-b | Accuracy89.8 | | 14 | 4mo ago |
| BUS-CoT | UMind-VL | Accuracy77.74 | | 14 | 4mo ago |
| Rad-ChestCT (external test) | CT-DiagVLM | AUC75.4 | | 13 | 1mo ago |
| CT-RATE internal (test) | CT-DiagVLM | AUC84.4 | | 13 | 1mo ago |
| Placenta Accreta Spectrum (PAS) | 3DSAMba | Overall Accuracy83.3 | | 11 | 1mo ago |
| MRI-VQA image-level (test) | Qwen3-VL-8B-SGMRIVQA | A-Score94.5 | | 11 | 3mo ago |
| BUS-BRA OOD | UMind-VL | Accuracy84.96 | | 11 | 4mo ago |
| RadGenome-Brain MRI T1w + T2w + T2f | UniBrain | Top-1 Accuracy78.01 | | 10 | 1mo ago |
| RadGenome-Brain MRI T1w + T2w | UniBrain | Top-1 Accuracy76.6 | | 10 | 1mo ago |
| RadGenome-Brain MRI T1w only | UniBrain | Top-1 Accuracy74.47 | | 10 | 1mo ago |
| fastMRI | LOUPE | PSNR26.2 | | 10 | 3mo ago |
| Glaucoma (hetero) | SeATrans | Accuracy80.7 | | 10 | 4mo ago |
| Glaucoma homo | SeATrans | Accuracy86.96 | | 10 | 4mo ago |
| Melanoma (hetero) | SeATrans | Acc84.42 | | 9 | 4mo ago |
| Thyroid Cancer (hetero) | | Accuracy84.93 | | 9 | 4mo ago |
| Melanoma homo | SeATrans | Accuracy85.59 | | 9 | 4mo ago |
| Thyroid Cancer (homo) | | Accuracy0.876 | | 9 | 4mo ago |
| RadGenome-Brain MRI Complete Data | UniBrain Und. | Top-1 Accuracy82.06 | | 7 | 1mo ago |
| DiagnosisArena | Mixed-Vendor MAC | Top-1 Accuracy36.36 | | 7 | 4mo ago |
| HepatoPathoBench | Hepato-LLaVA | WSI-P75 | | 7 | 4mo ago |
