Table 5.
The mean training and validation times for all algorithms and all data split strategies. All times are in seconds.
Data Split | 50/50 | 70/30 | 90/10 |
---|---|---|---|
Model | |||
SqueezeNet | 146.0 | 159.9 | 176.9 |
GoogLeNet | 244.3 | 295.6 | 353.3 |
Inceptionv3 | 698.3 | 871.5 | 1057.8 |
DenseNet-201 | 2257.7 | 2789.5 | 3376.3 |
MobileNetv2 | 960.8 | 1244.0 | 1544.6 |
ResNet101 | 684.33 | 866.2 | 1059.9 |
ResNet18 | 152.0 | 173.7 | 195.3 |
Xception | 2633.0 | 3464.3 | 4221.9 |
ShuffleNet | 716.6 | 941.9 | 1141.6 |
DarkNet-53 | 565.8 | 710.2 | 840.2 |