AD vs. HC classification on ADNI 20% missing rate cohort (test)
89.4AccuracyACADiff
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ACADiffBackbone=3D DenseNet-121, Missing Rate=20%2026.03 | 89.4 | 0.91 | 82.7 | 86.8 | |
| ACADiff-embBackbone=3D DenseNet-121, Missing Rate=20%2026.03 | 89.1 | 0.904 | 82.5 | 86.5 | |
| LDMBackbone=3D DenseNet-121, Missing Rate=20%2026.03 | 88.5 | 0.902 | 81.7 | 86.1 | |
| PASTABackbone=3D DenseNet-121, Missing Rate=20%2026.03 | 88.3 | 0.9 | 82 | 85 | |
| Pix2PixBackbone=3D DenseNet-121, Missing Rate=20%2026.03 | 86.5 | 0.893 | 82.1 | 84.8 | |
| FICDBackbone=3D DenseNet-121, Missing Rate=20%2026.03 | 85.9 | 0.898 | 80.7 | 84.8 | |
| DS-GANBackbone=3D DenseNet-121, Missing Rate=20%2026.03 | 85.1 | 0.882 | 80.5 | 78.6 | |
| DropBackbone=3D DenseNet-121, Missing Rate=20%2026.03 | 82.5 | 0.852 | 78.8 | 80.6 | |
| MeanBackbone=3D DenseNet-121, Missing Rate=20%2026.03 | 79.8 | 0.826 | 76.1 | 77.9 |