Table 4.
Transfer learning pre-trained model with FC layers | Model size and weights (in megabytes, MB) | Training time for 100 epochs |
---|---|---|
VGG16 | 632 MB, 552 MB | 40.84 min |
VGG19 | 652 MB, 572 MB | 41.38 min |
ResNet50 | 121 MB, 100 MB | 45.24 min |
MobileNetV2 | 21.1 MB, 12.9 MB | 45.47 min |
NASNetMobile | 28.1 MB, 21.7 MB | 68.51 min |