Automated CT and MRI Liver Segmentation and Biometry Using a Generalized Convolutional Neural Network

Abstract

Utilizing a transfer-learning strategy, we have demonstrated the feasibility of a CNN to be generalized to perform liver segmentations across different imaging techniques and modalities. With further refinement and validation, CNNs may have broad applicability for multimodal liver volumetry and hepatic tissue characterization.