Table 5.
Comparison of regression performances of the competing methods in terms of Correlation Coefficient (CC) and Root Mean Square Error (RMSE) by fusing MRI and PET (MP).
Method | AD vs. NC | MCI vs. NC | MCI-C vs. MCI-NC | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ADAS-Cog | MMSE | p-value | ADAS-Cog | MMSE | p-value | ADAS-Cog | MMSE | p-value | |||||||
CC | RMSE | CC | RMSE | CC | RMSE | CC | RMSE | CC | RMSE | CC | RMSE | ||||
MP-N | 0.626 | 4.80 | 0.587 | 1.99 | <0.001 | 0.365 | 4.29 | 0.335 | 1.69 | <0.001 | 0.431 | 4.09 | 0.455 | 1.47 | <0.001 |
MP-S | 0.634 | 4.83 | 0.585 | 1.92 | <0.001 | 0.359 | 4.25 | 0.371 | 1.67 | <0.001 | 0.449 | 4.00 | 0.496 | 1.41 | <0.001 |
HOGM | 0.633 | 4.64 | 0.602 | 1.83 | <0.001 | 0.364 | 4.20 | 0.365 | 1.65 | <0.001 | 0.450 | 3.93 | 0.531 | 1.40 | <0.001 |
M3T | 0.653 | 4.61 | 0.639 | 1.91 | <0.001 | 0.450 | 4.23 | 0.433 | 1.64 | <0.001 | 0.522 | 3.81 | 0.567 | 1.36 | <0.001 |
Proposed | 0.680 | 4.40 | 0.682 | 1.78 | – | 0.520 | 4.02 | 0.508 | 1.61 | – | 0.591 | 3.78 | 0.622 | 1.35 | – |