Age Prediction on HCP-A and HCP-D
0.96Pearson Correlation (ρ)3D ResNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| 3D ResNetFeatures=FA and MD maps, Prediction Head=MLP, Supervision=Full2026.03 | 0.96 | 0.09 | |
| dMRI TransformerFeatures=Last layer finetuned, Prediction Head=MLP, Supervision=Partial2026.03 | 0.94 | 0.15 | |
| D-RoPEFeatures=FA and MD maps, Prediction Head=MLP, Supervision=Full2026.03 | 0.93 | 0.15 | |
| HC FeaturesFeatures=Tract FA, MD, Prediction Head=Linear, Supervision=Full2026.03 | 0.9 | 0.2 | |
| HC FeaturesFeatures=Tract FA, MD, Prediction Head=MLP, Supervision=Full2026.03 | 0.9 | 0.19 | |
| dMRI TransformerFeatures=Frozen latent, Prediction Head=MLP, Supervision=Head2026.03 | 0.9 | 0.2 | |
| D-RoPEFeatures=Raw dMRI, Prediction Head=MLP, Supervision=Full2026.03 | 0.89 | 0.34 | |
| dMRI TransformerFeatures=Frozen latent, Prediction Head=Linear, Supervision=Head2026.03 | 0.89 | 0.24 | |
| HC FeaturesFeatures=Tract based RISH, Prediction Head=MLP, Supervision=Full2026.03 | 0.61 | 1.15 |