Fig. 2. The structure of the proposed fully automatic landmark detection model using a convolutional neural network (CNN). A. The overall workflow of the 2-step machines of the proposed model. B. The structure of the CNN model. ROI: region of interest; PNS: posterior nasal spine; ELU: exponential linear units.