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. 2020 Oct 19;25(20):4792. doi: 10.3390/molecules25204792

Table 6.

The pre-trained models performance in six categories on the difference image format.

Category = 6 (Healthy and Parkinson Disease Stages I to V.)
Net Image
Format
Batchsize MaxEpochs Accuracy Recall Precision F-Score Kappa
AlexNet Gray 96 48 0.774 0.742 0.853 0.794 0.679
Color 120 60 0.521 0.349 0.491 0.408 0.282
GoogLeNet Gray 34 17 0.617 0.532 0.695 0.603 0.439
Color 28 14 0.556 0.378 0.478 0.422 0.362
VGG19 Gray 24 12 0.778 0.612 0.665 0.637 0.683
Color 22 11 0.754 0.746 0.747 0.747 0.669
ResNet50 Gray 20 10 0.681 0.56 0.768 0.647 0.537
Color 18 9 0.754 0.661 0.758 0.706 0.651
ResNet101 Gray 16 8 0.722 0.602 0.645 0.623 0.603
Color 18 9 0.770 0.699 0.777 0.736 0.673
DenseNet201 Gray 16 8 0.762 0.670 0.739 0.703 0.661
Color 8 4 0.778 0.696 0.814 0.750 0.680