Figure 2

Schemtic architecture of residual network (ResNet). ResNet was composed of stacking with multiple residula block. Shortcut connections between layers were added to facilitate the training process. Currently, a number of versions of ResNet are available (such as ResNet-50, ResNet-101 and ResNet-152). In this study, we adopted ResNet-101 for modeling.