Disease Progression Forecasting on Dataset-1
83.5AUROC (6 months)Parallel Hyperplanes
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Parallel Hyperplanes2024.09 | 83.5 | 82.6 | 79.8 | 82.4 | 79.4 | 77.4 | 78 | |
| Parallel HyperplanesLoss Terms=Proposed (All loss terms)2024.09 | 82.5 | 82.8 | 80.9 | 81.3 | 79.8 | 77 | 78.3 | |
| Parallel HyperplanesLoss Terms=Lcls + Lrnk2024.09 | 82.3 | 80.5 | 77.2 | 81.6 | 77.2 | 74.2 | 75.2 | |
| Parallel HyperplanesLoss Terms=Lcls2024.09 | 81.6 | 79.2 | 77.1 | 80.2 | 76.9 | 74.4 | 74 | |
| Cens. CEBackbone=ConvNeXt-Tiny2024.09 | 78.7 | 77.9 | 78.9 | 76.4 | 73.9 | 74.1 | 76.7 | |
| Logis. HazardBackbone=ConvNeXt-Tiny2024.09 | 78.7 | 78.7 | 79.7 | 78 | 76.6 | 75.5 | 76.9 | |
| Cens. CE2024.09 | 77.5 | 77.2 | 79 | 80.4 | 75.6 | 74.6 | 76.2 | |
| Logis. Hazard2024.09 | 76.9 | 76.8 | 78.6 | 79.2 | 76 | 76.6 | 74.9 | |
| DeepSurv2024.09 | 76.9 | 71 | 72.3 | 74.9 | 68.9 | 68.6 | 75.2 | |
| DeepSurvBackbone=ConvNeXt-Tiny2024.09 | 75.5 | 73.5 | 72.8 | 73.4 | 70.2 | 67.9 | 76.8 | |
| SODEN2024.09 | 67.5 | 67.4 | 69.8 | 71.1 | 67.1 | 69.3 | 67.3 | |
| SODENBackbone=ConvNeXt-Tiny2024.09 | 67.3 | 70.7 | 72.1 | 67.6 | 69.1 | 69.8 | 71 |