Table 6.
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 |