Table 2.
Feature | Method | AD vs. NC | MCI vs. NC | MCI-C vs. MCI-NC | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ADAS-Cog | MMSE | ADAS-Cog | MMSE | ADAS-Cog | MMSE | |||||||||
CC | RMSE | CC | RMSE | CC | RMSE | CC | RMSE | CC | RMSE | CC | RMSE | |||
MRI | MRI-N | 0.587 | 4.96 | 0.520 | 2.02 | 0.329 | 4.48 | 0.309 | 1.90 | 0.420 | 4.10 | 0.441 | 1.51 | |
MRI-S | 0.591 | 4.85 | 0.566 | 1.95 | 0.347 | 4.27 | 0.367 | 1.64 | 0.426 | 4.01 | 0.482 | 1.44 | ||
HOGM | 0.625 | 4.53 | 0.598 | 1.91 | 0.352 | 4.26 | 0.371 | 1.63 | 0.435 | 3.94 | 0.521 | 1.41 | ||
M3T | 0.649 | 4.60 | 0.638 | 1.91 | 0.445 | 4.27 | 0.420 | 1.66 | 0.497 | 4.01 | 0.550 | 1.41 | ||
Proposed | 0.669 | 4.43 | 0.679 | 1.79 | 0.472 | 4.23 | 0.500 | 1.62 | 0.589 | 3.83 | 0.603 | 1.40 | ||
PET | PET-N | 0.597 | 4.86 | 0.514 | 2.04 | 0.333 | 4.34 | 0.331 | 1.70 | 0.382 | 4.08 | 0.452 | 1.50 | |
PET-S | 0.620 | 4.83 | 0.593 | 2.00 | 0.356 | 4.26 | 0.359 | 1.69 | 0.437 | 4.00 | 0.478 | 1.48 | ||
HOGM | 0.600 | 4.69 | 0.515 | 1.99 | 0.360 | 4.21 | 0.368 | 1.67 | 0.430 | 4.03 | 0.523 | 1.41 | ||
M3T | 0.647 | 4.67 | 0.593 | 1.92 | 0.447 | 4.24 | 0.432 | 1.68 | 0.520 | 3.91 | 0.569 | 1.45 | ||
Proposed | 0.671 | 4.41 | 0.620 | 1.90 | 0.513 | 4.13 | 0.485 | 1.66 | 0.526 | 3.87 | 0.570 | 1.37 |