Multimodal Medical Classification on MMIST-ccRCC
81.21AUROCMedMIX
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MedMIX2026.05 | 81.21 | 96.73 | 72.57 | 90.25 | |
| OneLLM2026.05 | 74.45 | 93.98 | 69.83 | 87.09 | |
| AdaCoMed2026.05 | 74.07 | 94.76 | 68.13 | 87.11 | |
| Note-LargeModality=Note, Model Type=Teacher Large2026.05 | 73.72 | 92.51 | 71.27 | 88.43 | |
| AttentionFusion=Attention-based2026.05 | 71.13 | 93.22 | 59.17 | 85.95 | |
| MeanAvgFusion=Mean Average2026.05 | 70.75 | 92.9 | 58.67 | 75.21 | |
| ConcatFusion=Concatenation2026.05 | 70.67 | 93.67 | 61.94 | 86.28 | |
| M3Care2026.05 | 70.24 | 92.44 | 62.07 | 84.3 | |
| MaxFusion=Max Pooling2026.05 | 69.92 | 92.85 | 56.1 | 73.06 | |
| CT-LargeModality=CT, Model Type=Teacher Large2026.05 | 62.45 | 88.11 | 48.8 | 55.21 | |
| WSI-LargeModality=WSI, Model Type=Teacher Large2026.05 | 57.97 | 89.45 | 52.63 | 83.31 |