Table 6.
Techniques | Features | Mild-Dementia | Moderate-Dementia | Non-Dementia | Very-Mild-Dementia | Accuracy % | |
---|---|---|---|---|---|---|---|
FFNN network | GoogLeNet | 88.8 | 69.2 | 97.7 | 94 | 94.8 | |
DenseNet-121 | 83.2 | 69.2 | 97 | 93.5 | 93.6 | ||
FFNN network | Combined features before PCA | GoogLeNet + DenseNet-121 | 94.4 | 69.2 | 98.6 | 97.1 | 97.2 |
Combined of features after PCA | GoogLeNet + DenseNet-121 | 96.1 | 92.3 | 99.2 | 99.3 | 98.8 | |
Combined features | GoogLeNet and handcrafted | 98.9 | 100 | 99.8 | 99.1 | 99.5 | |
DenseNet-121 and handcrafted | 99.4 | 100 | 99.7 | 99.8 | 99.7 |