CNS Tumor Classification on PBT
60Ependymoma F1CLAM
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CLAMInput Modality=Image (WSI)2026.03 | 60 | 60 | 60 | 75.3 | 82.4 | 78 | 86.4 | 84.7 | 85.2 | 89.7 | 80 | 82.4 | 77.8 | 76.8 | 76.4 | |
| EF_WFusion Strategy=Early Fusion, Input Modality=Image (WSI)2026.03 | 60 | 60 | 60 | 85.2 | 90.1 | 87.3 | 79 | 80.7 | 78.7 | 87.5 | 75 | 79 | 77.9 | 76.5 | 76.2 | |
| PM-EF_WTGMethod Backbone=PathMoE, Fusion Strategy=Early Fusion, Input Modality=Image (WSI) + Pathology Reports (T) + Nuclei Graphs (G)2026.03 | 60 | 60 | 60 | 91.1 | 92.3 | 91.4 | 80.2 | 85.7 | 82.1 | 93.5 | 82.5 | 86.2 | 81.2 | 80.1 | 79.9 | |
| Early Fusion2026.05 | 60 | — | — | — | — | 84.4 | — | — | 74.2 | — | — | 73.2 | 74.6 | 73.5 | 72.9 | |
| PathMoE2026.05 | 60 | — | — | — | — | 91.4 | — | — | 82.1 | — | — | 86.2 | 81.2 | 80.1 | 79.9 | |
| ConceptM3oEvariant=flat (morph)2026.05 | 60 | — | — | — | — | 88.4 | — | — | 82.1 | — | — | 78.7 | 78.2 | 76.5 | 77.3 | |
| MambaMILInput Modality=Image (WSI)2026.03 | 55 | 53.3 | 60 | 75.1 | 83.8 | 78.2 | 85.8 | 86.8 | 85.7 | 89.7 | 67.5 | 74.1 | 76 | 74.5 | 73.3 | |
| S4MILInput Modality=Image (WSI)2026.03 | 50 | 50 | 50 | 75.1 | 82.4 | 77.4 | 85.3 | 88 | 86.1 | 81.7 | 65 | 71.2 | 73 | 71.3 | 71.2 | |
| PM-EF_WTMethod Backbone=PathMoE, Fusion Strategy=Early Fusion, Input Modality=Image (WSI) + Pathology Reports (T)2026.03 | 50 | 50 | 50 | 90.3 | 87.8 | 88.1 | 78.4 | 85.7 | 80.3 | 92.2 | 85 | 86.8 | 77.7 | 77.1 | 76.3 | |
| PM-SG_WTGMethod Backbone=PathMoE, Fusion Strategy=SwitchGate, Input Modality=Image (WSI) + Pathology Reports (T) + Nuclei Graphs (G)2026.03 | 50 | 50 | 50 | 87.8 | 86.9 | 86.9 | 75.5 | 85.7 | 78.9 | 92.5 | 75 | 81.1 | 76.4 | 74.4 | 74.2 | |
| TransMILInput Modality=Image (WSI)2026.03 | 46.7 | 45 | 50 | 78.2 | 80.5 | 76.5 | 82.4 | 86.9 | 82.9 | 93 | 62.5 | 70.2 | 74.6 | 70 | 69.1 | |
| PM-SG_WGMethod Backbone=PathMoE, Fusion Strategy=SwitchGate, Input Modality=Image (WSI) + Nuclei Graphs (G)2026.03 | 40 | 40 | 40 | 86.5 | 90.2 | 87.8 | 74.6 | 89 | 80 | 98 | 65 | 75.3 | 74.8 | 71.1 | 70.8 | |
| MoEPP2026.05 | 40 | — | — | — | — | 86.4 | — | — | 79.2 | — | — | 73.7 | 72.8 | 70.3 | 69.8 | |
| PM-EF_WGMethod Backbone=PathMoE, Fusion Strategy=Early Fusion, Input Modality=Image (WSI) + Nuclei Graphs (G)2026.03 | 36.7 | 35 | 40 | 85 | 90.1 | 87.2 | 75.9 | 85.7 | 79.6 | 88.3 | 65 | 72.8 | 71.1 | 70.2 | 69.1 | |
| PM-SG_WTMethod Backbone=PathMoE, Fusion Strategy=SwitchGate, Input Modality=Image (WSI) + Pathology Reports (T)2026.03 | 30 | 30 | 30 | 86.6 | 88 | 86.6 | 75.2 | 89 | 80.7 | 97.5 | 75 | 83.7 | 72.3 | 70.5 | 70.3 | |
| Switch Gate2026.05 | 20 | — | — | — | — | 85.9 | — | — | 77.5 | — | — | 77.3 | 67.3 | 66.2 | 65.2 | |
| SG_WFusion Strategy=SwitchGate, Input Modality=Image (WSI)2026.03 | 10 | 10 | 10 | 85.7 | 85.8 | 84.8 | 71.1 | 89 | 78 | 90.8 | 65 | 74.6 | 64.4 | 62.5 | 61.8 |