Table 10. The classification Accuracy (%) for the first stage of Gastro-CADx compared to Experiment I (end-to-end classifiction process) using Dataset I and II.
CNN | Experiment I (END to END) |
First Stage of Gastro-CADx | ||
---|---|---|---|---|
Linear | Quadratic | Cubic | ||
DataSet I | ||||
AlexNet | 88.32 | 92.9 | 93 | 92.7 |
ResNet-50 | 91.66 | 93.5 | 93.4 | 93.4 |
DarkNet-19 | 90.08 | 94.4 | 94.3 | 92.2 |
DenseNet-201 | 89.83 | 91 | 91.5 | 91.7 |
DataSet II | ||||
AlexNet | 91.66 | 95.5 | 95.7 | 95.3 |
ResNet-50 | 94.75 | 96.9 | 96.8 | 96.7 |
DarkNet-19 | 93.26 | 96.4 | 96 | 95.2 |
DenseNet-201 | 91.93 | 94.7 | 94.6 | 94.6 |