Table 5.
A summary of the performances for AD vs. MCI classification.
| Method | Modality | ACC (%) | SEN (%) | SPEC (%) | BAC (%) | AUC (%) |
|---|---|---|---|---|---|---|
| STL | ||||||
| MRI | 62.68±7.01 | 4.00 | 93.00 | 48.50 | 59.16 | |
| PET | 72.02±6.73 | 31.33 | 93.00 | 62.17 | 69.50 | |
| MP | 69.26±8.66 | 51.00 | 78.56 | 64.78 | 71.40 | |
| MPC | 68.40±14.48 | 41.33 | 82.44 | 61.89 | 70.19 | |
| SMTL | ||||||
| MRI | 70.60±5.97 | 39.00 | 86.67 | 62.83 | 66.90 | |
| PET | 73.31±3.25 | 33.00 | 94.00 | 63.50 | 67.78 | |
| MP | 74.60±9.57 | 46.67 | 89.00 | 67.83 | 72.85 | |
| MPC | 72.60±9.88 | 37.33 | 91.00 | 64.17 | 71.74 |
(STL, Single-Task Learning, SMTL, Subclass-based Multi-Task Learning). The boldface denotes the best performance in each metric.