Table 2.
CNN models performance evaluation by applying the proposed algorithm

VGG16 ResNet50 MobileNet DenseNet121 Xception
 Small Precision 92% 93% 87% 95% 94%
Recall 93% 94% 87% 94% 93%
F1 92% 95% 86% 94% 92%
 Medium Precision 94% 96% 89% 98% 97%
Recall 93% 94% 87% 98% 96%
F1 92% 94% 87% 98% 96%
 Large Precision 95% 91% 87% 98% 98%
Recall 94% 89% 85% 98% 98%
F1 94% 89% 84% 98% 98%
Weight Size 60 MB 4.5 MB 1.3 MB 5.9 MB 30 MB