Liver fibrosis staging on Substantial Fibrosis S1 vs S2-4
85.5AccuracyReliable and Interpretable Multi-view Learning Framework
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Reliable and Interpretable Multi-view Learning Frameworkuncertainty_estimation=Uncertainty-aware fusion2023.06 | 85.5 | 88.4 | 0.156 | |
| Reliable and Interpretable Multi-view Learning Frameworkfusion_strategy=uncertainty-aware2023.06 | 85.5 | 88.4 | — | |
| CMCfusion_strategy=feature level2023.06 | 83.4 | 85.3 | — | |
| DCCAEfusion_strategy=feature level2023.06 | 83.1 | 84.5 | — | |
| Attentionfusion_strategy=decision level2023.06 | 81.4 | 84.4 | — | |
| VIuncertainty_estimation=Variational Inference2023.06 | 81.1 | 82.2 | 0.191 | |
| PredSumfusion_strategy=decision level2023.06 | 81.1 | 84.9 | — | |
| Concatfusion_strategy=input level2023.06 | 80.5 | 83.3 | — | |
| Dropoutuncertainty_estimation=Monte-Carlo Dropout2023.06 | 80.2 | 83.8 | 0.171 | |
| Ensembleuncertainty_estimation=Deep Ensemble2023.06 | 79.3 | 80.4 | 0.193 | |
| Softmaxuncertainty_estimation=Softmax Entropy2023.06 | 78.2 | 83.3 | 0.237 | |
| SingleViewinput_type=single patch2023.06 | 78.2 | 75 | — |