A new deep convolutional neural network design with efficient learning capability: Application to CT image synthesis from MRI

Abstract

The proposed eCNN model exhibited efficient convergence rate with a low number of training subjects, while providing accurate synthetic CT images. The eCNN model outperformed the original U-Net model and showed superior performance to the atlas-based technique.