Survival Prediction on CRC (Colon & Rectal) TCGA (cross-validated)
0.684c-IndexTransMIL
Evaluation Results
| Method | Links | |
|---|---|---|
| TransMILLearning Paradigm=Supervised, Features=UNI2024.05 | 0.684 | |
| PANTHERAll + MLPLearning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=MLP2024.05 | 0.665 | |
| PANTHERWA + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.05 | 0.647 | |
| PANTHERAll + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.05 | 0.645 | |
| AttnMISLLearning Paradigm=Supervised, Features=UNI, Prototypes (C)=162024.05 | 0.639 | |
| H2TLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.05 | 0.639 | |
| OTLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.05 | 0.622 | |
| HIPT2022.06 | 0.608 | |
| ABMILLearning Paradigm=Supervised, Features=UNI2024.05 | 0.608 | |
| ABMIL2022.06 | 0.566 | |
| DeepSetsLearning Paradigm=Unsupervised, Features=UNI2024.05 | 0.563 | |
| DeepAttnMISL2022.06 | 0.561 | |
| ILRALearning Paradigm=Supervised, Features=UNI2024.05 | 0.555 | |
| ProtoCountsLearning Paradigm=Unsupervised, Features=UNI, Prototypes (C)=162024.05 | 0.552 | |
| GCN-MIL2022.06 | 0.538 | |
| PANTHERTop + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.05 | 0.534 | |
| DSMILLearning Paradigm=Supervised, Features=UNI2024.05 | 0.5 | |
| DS-MIL2022.06 | 0.47 | |
| PANTHERBot. + lin.Learning Paradigm=Ours, Features=UNI, Prototypes (C)=16, Evaluation Protocol=Linear2024.05 | 0.452 |