Cancer Subtyping on TCGA-NLCSC (test)
93.1AccuracyMiCo
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MiComagnification=20x, patch_size=448x4482025.06 | 93.1 | 93.1 | 98.1 | |
| AMILmagnification=20x, patch_size=448x4482025.06 | 92.3 | 92.3 | 97.9 | |
| R2T-MILBackbone=PLIP2024.02 | 92.13 | 91.83 | 96.4 | |
| WiKGmagnification=20x, patch_size=448x4482025.06 | 92 | 92 | 98 | |
| TransMILmagnification=20x, patch_size=448x4482025.06 | 91.9 | 91.9 | 97.7 | |
| PatchGCNmagnification=20x, patch_size=448x4482025.06 | 91.9 | 91.9 | 97.9 | |
| ILRAmagnification=20x, patch_size=448x4482025.06 | 91.8 | 91.8 | 97.3 | |
| R2T-MILBackbone=ResNet-502024.02 | 91.75 | 91.26 | 96.4 | |
| MHIM-MILBackbone=PLIP2024.02 | 91.74 | 91.2 | 96.21 | |
| RRTMILmagnification=20x, patch_size=448x4482025.06 | 91.5 | 91.5 | 97.6 | |
| DeepGraphConvmagnification=20x, patch_size=448x4482025.06 | 91.3 | 91.3 | 96.9 | |
| MHIM-MILBackbone=ResNet-502024.02 | 91.27 | 90.85 | 96.02 | |
| IBMILBackbone=PLIP2024.02 | 91.18 | 90.94 | 95.62 | |
| AB-MILBackbone=PLIP2024.02 | 90.99 | 90.52 | 95.68 | |
| CLAMBackbone=PLIP2024.02 | 90.8 | 90.38 | 95.46 | |
| DSMILBackbone=PLIP2024.02 | 90.6 | 90.24 | 95.78 | |
| CLAMBackbone=ResNet-502024.02 | 90.52 | 90.08 | 95.37 | |
| DSMILBackbone=ResNet-502024.02 | 90.43 | 90.03 | 95.6 | |
| DTFD-MILBackbone=PLIP2024.02 | 90.42 | 89.91 | 95.83 | |
| AB-MILBackbone=ResNet-502024.02 | 90.32 | 89.83 | 95.29 | |
| TransMILBackbone=ResNet-502024.02 | 90.04 | 89.94 | 94.97 | |
| IBMILBackbone=ResNet-502024.02 | 90.04 | 89.73 | 95.57 | |
| DTFD-MILBackbone=ResNet-502024.02 | 89.85 | 89.6 | 95.55 | |
| TransMILBackbone=PLIP2024.02 | 89.09 | 88.83 | 95.3 | |
| Our MOCNumber of shots=82025.08 | 77.1 | — | 90.51 | |
| TransMILNumber of shots=82025.08 | 75.82 | — | 83.69 | |
| MOC w/o. (M, Ψ)Zero-shot protocol=true2025.08 | 75.31 | — | 85 | |
| Our MOCNumber of shots=22025.08 | 74.26 | — | 89.11 | |
| Our MOCNumber of shots=12025.08 | 73.95 | — | 88.29 | |
| ViLa-MILNumber of shots=82025.08 | 73.51 | — | 84.2 | |
| TOPNumber of shots=82025.08 | 71.02 | — | 79.43 | |
| CoOpNumber of shots=82025.08 | 69.48 | — | 80.11 | |
| Our MOCNumber of shots=42025.08 | 68.57 | — | 90.65 | |
| CLAM-MBNumber of shots=82025.08 | 66.63 | — | 79.69 | |
| TOPNumber of shots=42025.08 | 65.9 | — | 72.67 | |
| CoOpNumber of shots=22025.08 | 63.97 | — | 70.21 | |
| CLAM-MBNumber of shots=22025.08 | 61.87 | — | 65.4 | |
| TransMILNumber of shots=42025.08 | 61.42 | — | 74.51 | |
| ViLa-MILNumber of shots=22025.08 | 60.34 | — | 72.93 | |
| CLAM-SBNumber of shots=82025.08 | 59.96 | — | 73.68 | |
| CoOpNumber of shots=12025.08 | 59.15 | — | 62.04 | |
| CoOpNumber of shots=42025.08 | 58.65 | — | 72.23 | |
| ViLa-MILNumber of shots=42025.08 | 57.86 | — | 77.79 | |
| TOPNumber of shots=22025.08 | 57.48 | — | 65.79 | |
| ViLa-MILNumber of shots=12025.08 | 56.48 | — | 71.79 | |
| TransMILNumber of shots=22025.08 | 55.87 | — | 63.95 | |
| TransMILNumber of shots=12025.08 | 55.24 | — | 62.24 | |
| CLAM-MBNumber of shots=42025.08 | 52.43 | — | 71.92 | |
| CLAM-SBNumber of shots=42025.08 | 51.95 | — | 69.22 | |
| TOPNumber of shots=12025.08 | 51.23 | — | 54.76 | |
| CLAM-MBNumber of shots=12025.08 | 50.57 | — | 58.75 | |
| CLAM-SBNumber of shots=12025.08 | 48.38 | — | 52.39 | |
| CLAM-SBNumber of shots=22025.08 | 48.23 | — | 58.03 |