Malignant Lymphoma Subtyping on Malignant lymphoma dataset (val)
91.1AccuracyWEG-MoE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| WEG-MoEModality=multimodal2025.03 | 91.1 | 0.983 | 0.961 | 0.988 | 0.977 | |
| concatModality=multimodal2025.03 | 90.7 | 0.98 | 0.954 | 0.989 | 0.975 | |
| MoEModality=multimodal2025.03 | 90.7 | 0.977 | 0.951 | 0.988 | 0.972 | |
| mutual attentionModality=multimodal2025.03 | 90.6 | 0.972 | 0.956 | 0.987 | 0.972 | |
| UNI2Modality=image2025.03 | 90.4 | 0.98 | 0.948 | 0.988 | 0.972 | |
| Pathomic FusionModality=multimodal2025.03 | 90.2 | 0.975 | 0.949 | 0.986 | 0.97 | |
| MCAT g2iModality=multimodal2025.03 | 90.1 | 0.973 | 0.953 | 0.988 | 0.971 | |
| MCAT i2gModality=multimodal2025.03 | 88.1 | 0.975 | 0.951 | 0.986 | 0.971 | |
| ResNet50Modality=image2025.03 | 84.2 | 0.956 | 0.87 | 0.973 | 0.933 | |
| GINModality=cell graph2025.03 | 82.9 | 0.964 | 0.807 | 0.916 | 0.896 | |
| HACT-NetModality=cell graph2025.03 | 76.1 | 0.957 | 0.856 | 0.943 | 0.919 |