Models | Accuracy | F1-score | AUC |
---|---|---|---|
VGG16 with only clock-drawing test | 0.7478 ± 0.0071 | 0.3573 ± 0.0443 | 0.7429 ± 0.0131 |
VGG16 with only cube-copying test | 0.7739 ± 0.0096 | 0.4994 ± 0.0477 | 0.7813 ± 0.0197 |
VGG16 with only trail-making test | 0.7739 ± 0.0249 | 0.5283 ± 0.0548 | 0.7722 ± 0.0240 |
Multi-input VGG16 | 0.7986 ± 0.0071 | 0.5938 ± 0.0207 | 0.8115 ± 0.0192 |
Conv-Att with only clock-drawing test | 0.7522 ± 0.0125 | 0.3586 ± 0.0309 | 0.7337 ± 0.0204 |
Conv-Att with only cube-copying test | 0.7768 ± 0.0168 | 0.5095 ± 0.0515 | 0.7791 ± 0.0199 |
Conv-Att with only trail-making test | 0.7696 ± 0.0167 | 0.5211 ± 0.0272 | 0.7662 ± 0.0231 |
Multi-input Conv-Att | 0.7986 ± 0.0071 | 0.5981 ± 0.0221 | 0.8379 ± 0.0176 |
Multi-input Conv-Att with a soft label (proposed) | 0.8116 ± 0.0103 | 0.6539 ± 0.0097 | 0.8375 ± 0.0116 |