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. 2023 May 8;13(9):1654. doi: 10.3390/diagnostics13091654

Table 6.

Results of all systems in this work to diagnose images of MRI for classifying of AD progression.

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