TABLE II.
Results of Multi-Class Disease Classification and Clinical Score Regression (Models Trained on ADNI-1 and Tested on ADNI-2)
| Multi-Class Disease Classification |
Clinical Score Regression |
||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Method | AD vs. pMCI vs. sMCI vs. NC |
CDRSB |
ADAS11 |
ADAS13 |
MMSE |
||||||||
| ACC | ACCNC | ACCsMCI | ACCpMCI | ACCAD | CC | RMSE | CC | RMSE | CC | RMSE | CC | RMSE | |
| VBM | 0.404 | 0.557 | 0.295 | 0.081 | 0.469 | 0.278 | 2.010 | 0.290 | 7.406 | 0.327 | 10.322 | 0.289 | 2.889 |
| ROI | 0.431 | 0.589 | 0.269 | 0.027 | 0.594 | 0.380 | 1.893 | 0.360 | 7.358 | 0.371 | 10.319 | 0.325 | 2.899 |
| DSML-1 | 0.467 | 0.784 | 0.295 | 0.189 | 0.413 | 0.475 | 1.859 | 0.497 | 6.499 | 0.508 | 9.195 | 0.468 | 2.593 |
| DSML | 0.486 | 0.611 | 0.419 | 0.216 | 0.503 | 0.522 | 1.674 | 0.542 | 6.268 | 0.581 | 8.591 | 0.538 | 2.414 |
| DM2L-1 | 0.487 | 0.665 | 0.415 | 0.297 | 0.427 | 0.481 | 1.817 | 0.516 | 6.529 | 0.554 | 9.771 | 0.492 | 2.643 |
| DM2L | 0.518 | 0.600 | 0.513 | 0.243 | 0.490 | 0.533 | 1.666 | 0.565 | 6.200 | 0.590 | 8.537 | 0.567 | 2.373 |