Classification on HCC (test)
87.7AUC (%)ICMIL (w/ DTFD-MIL)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ICMIL (w/ DTFD-MIL)Loss Propagation g(·) -> f(·)=true, Loss Propagation f=true, Loss Propagation g=true2023.03 | 87.7 | 89.1 | 83.5 | |
| ICMIL (w/ AB-MIL)Loss Propagation g(·) -> f(·)=true, Loss Propagation f=true, Loss Propagation g=true2023.03 | 87.1 | 88.3 | 83.3 | |
| ICMIL (w/ Max Pooling)Loss Propagation g(·) -> f(·)=true, Loss Propagation f=true, Loss Propagation g=true2023.03 | 86.6 | 87.3 | 82 | |
| DS-MILLoss Propagation g(·) -> f(·)=true, Loss Propagation f=true2023.03 | 86.1 | 86.6 | 81.4 | |
| DTFD-MILLoss Propagation g(·) -> f(·)=true2023.03 | 83 | 85.5 | 78.1 | |
| CLAM-SBLoss Propagation g(·) -> f(·)=true2023.03 | 82.1 | 84.3 | 77.1 | |
| CLAM-MBLoss Propagation g(·) -> f(·)=true2023.03 | 81.7 | 83.7 | 76.3 | |
| AB-MILLoss Propagation g(·) -> f(·)=true2023.03 | 81.2 | 86 | 78.1 | |
| TransMILLoss Propagation g(·) -> f(·)=true2023.03 | 81.2 | 84.4 | 76.7 | |
| Max PoolingLoss Propagation g(·) -> f(·)=true2023.03 | 80.1 | 84.3 | 76.8 | |
| RNN-MILLoss Propagation g(·) -> f(·)=true2023.03 | 79.4 | 84.1 | 75.5 | |
| Mean PoolingLoss Propagation g(·) -> f(·)=true2023.03 | 76.4 | 83.1 | 73.7 |