Table 1.
Modality | Method | AD vs. NC | MCI vs. NC | ||||||
---|---|---|---|---|---|---|---|---|---|
ACC | SEN | SPE | AUC | ACC | SEN | SPE | AUC | ||
MRI | MRI-N | 89.5 | 82.7 | 86.3 | 95.3 | 68.3 | 92.6 | 39.2 | 82.5 |
MRI-S | 91.2 | 85.9 | 92.5 | 96.7 | 76.7 | 93.3 | 37.6 | 83.7 | |
HOGM | 93.4 | 89.5 | 92.5 | 97.1 | 77.7 | 95.6 | 51.4 | 84.4 | |
M3T | 92.6 | 87.2 | 95.9 | 97.5 | 78.1 | 94.5 | 54.0 | 83.1 | |
SJCR | 92.5 | 89.6 | 96.1 | 97.5 | 77.9 | 95.2 | 52.7 | 84.9 | |
Proposed | 93.8 | 89.7 | 96.7 | 97.9 | 79.7 | 95.0 | 56.1 | 85.2 | |
PET | PET-N | 86.2 | 83.5 | 84.8 | 94.8 | 69.0 | 95.0 | 30.8 | 77.9 |
PET-S | 87.9 | 85.7 | 90.9 | 94.7 | 73.8 | 96.5 | 36.2 | 78.7 | |
HOGM | 91.7 | 91.1 | 92.8 | 95.6 | 74.7 | 96.5 | 43.2 | 79.3 | |
M3T | 90.9 | 90.5 | 93.1 | 96.4 | 77.2 | 94.5 | 44.3 | 80.5 | |
SJCR | 91.6 | 83.7 | 93.6 | 95.9 | 73.8 | 96.4 | 23.2 | 80.8 | |
Proposed | 92.3 | 92.3 | 93.9 | 96.6 | 79.1 | 96.1 | 47.2 | 81.2 | |
MP | MP-N | 89.7 | 92.2 | 85.9 | 96.1 | 71.6 | 96.1 | 43.9 | 82.7 |
MP-S | 90.8 | 92.6 | 93.8 | 96.7 | 76.3 | 97.0 | 39.9 | 83.4 | |
M2TFS-C | 91.0 | 90.4 | 91.4 | 95.0 | 73.4 | 76.5 | 67.1 | 78.0 | |
M2TFS-K | 95.0 | 94.9 | 95.0 | 97.0 | 79.3 | 85.9 | 66.6 | 82.0 | |
HOGM | 95.2 | 92.8 | 95.4 | 97.8 | 79.5 | 96.6 | 58.6 | 84.6 | |
M3T | 94.0 | 92.0 | 96.3 | 98.0 | 78.4 | 95.0 | 57.7 | 83.9 | |
SJCR | 93.4 | 92.7 | 96.5 | 96.8 | 78.2 | 96.1 | 54.4 | 83.1 | |
Proposed | 95.3 | 93.5 | 98.1 | 98.3 | 80.2 | 96.5 | 59.7 | 85.5 | |
MPC | MPC-N | 90.8 | 93.1 | 88.3 | 96.5 | 72.5 | 96.3 | 47.1 | 84.1 |
MPC-S | 92.5 | 94.1 | 93.8 | 97.6 | 77.1 | 97.1 | 47.5 | 83.9 | |
HOGM | 95.6 | 94.5 | 96.9 | 98.5 | 80.6 | 96.7 | 64.7 | 86.2 | |
M3T | 94.6 | 93.1 | 96.4 | 98.5 | 80.1 | 95.2 | 58.7 | 84.3 | |
SJCR | 93.9 | 92.8 | 96.5 | 97.0 | 78.9 | 96.2 | 55.9 | 83.4 | |
Proposed | 95.9 | 95.7 | 98.6 | 98.8 | 82.0 | 98.0 | 60.1 | 87.0 |
(ACC: ACCuracy, SEN: SENsitivity, SPE: SPEcificity, and AUC: Area Under the receiver operating characteristic Curve)