Table 5:
Group comparison of different FC metrics on OASIS-3
| Group | Method | Acc | AUC | Spe | Sen | F1-score |
|---|---|---|---|---|---|---|
| NC | MLC-GCN-CC | 91.44±1.6 | 94.95±1.31 | 81.21±2.03 | 89.29±1.62 | 90.48±1.75 |
| MLC-GCN-CE | 88.22±1.9 | 93.18±1.69 | 77.58±6 | 85.98±2.56 | 86.9±2.27 | |
| MLC-GCN-CSE | 67.44±1.69 | 62.3±4.7 | 23.33±14.07 | 58.16±4.24 | 55.43±6.99 | |
| MLC-GCN-KL | 87.55±1.87 | 90.81±2.11 | 78.18±3.8 | 85.58±2.23 | 86.3±2.13 | |
| MLC-GCN-MI | 96.22±1.44 | 97.8±1.59 | 93.03±5.31 | 95.55±2.18 | 95.88±1.61 | |
| MCI | MLC-GCN-CC | 91.78±1.44 | 93.88±1.09 | 97.48±1.53 | 86.07±1.97 | 88.32±2.02 |
| MLC-GCN-CE | 87.44±1.6 | 88.74±2.16 | 93.03±1.53 | 81.85±3.56 | 86.68±2.77 | |
| MLC-GCN-CSE | 75.67±0.46 | 59.89±7.61 | 93.48±4.78 | 57.85±5.05 | 57.13±6.70 | |
| MLC-GCN-KL | 86.11±0.97 | 87.92±1.86 | 92.74±1.32 | 80.02±1.59 | 80.67±1.36 | |
| MLC-GCN-MI | 95.22±1.28 | 96.09±2.51 | 97.04±1.38 | 93.41±2.36 | 93.59±1.77 | |
| AD | MLC-GCN-CC | 94.78±0.93 | 95.3±2.1 | 97.49±1.26 | 85.88±3.64 | 86.92±2.43 |
| MLC-GCN-CE | 93.89±1.36 | 92.12±3.31 | 97.99±0.81 | 80.42±6.03 | 66.3±37.32 | |
| MLC-GCN-CSE | 88.22±0.91 | 62.16±6.43 | 98.49±1.92 | 54.48±3.42 | 54.66±5.55 | |
| MLC-GCN-KL | 93.89±1.47 | 93.01±1.62 | 96.86±0.99 | 84.14±4.29 | 84.83±3.64 | |
| MLC-GCN-MI | 96.79±0.91 | 95.87±2.21 | 98.74±0.89 | 90.32±2.57 | 91.89±2.25 |