AD vs. HC classification on ADNI 40% missing rate cohort (test)
88.9AccuracyACADiff
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ACADiffBackbone=3D DenseNet-121, Missing Rate=40%2026.03 | 88.9 | 90.6 | 82.3 | 85.4 | |
| ACADiff-embBackbone=3D DenseNet-121, Missing Rate=40%2026.03 | 88.6 | 90.2 | 82.1 | 85.1 | |
| LDMBackbone=3D DenseNet-121, Missing Rate=40%2026.03 | 87.7 | 89.2 | 80.9 | 85 | |
| PASTABackbone=3D DenseNet-121, Missing Rate=40%2026.03 | 87.5 | 89.7 | 81.5 | 84.8 | |
| FICDBackbone=3D DenseNet-121, Missing Rate=40%2026.03 | 85.8 | 88.8 | 79.8 | 84.1 | |
| Pix2PixBackbone=3D DenseNet-121, Missing Rate=40%2026.03 | 85.3 | 88.2 | 80.7 | 84.1 | |
| DS-GANBackbone=3D DenseNet-121, Missing Rate=40%2026.03 | 84.7 | 87.4 | 79.4 | 77.6 | |
| DropBackbone=3D DenseNet-121, Missing Rate=40%2026.03 | 76.8 | 79.5 | 73.1 | 74.9 | |
| MeanBackbone=3D DenseNet-121, Missing Rate=40%2026.03 | 74.2 | 76.9 | 70.5 | 72.3 |