Liver tissue segmentation in multiphase CT scans using cascaded convolutional neural networks.

Farid OuhmichVincent AgnusVincent NobletFabrice HeitzPatrick Pessaux

Published in: International journal of computer assisted radiology and surgery (2019)

The proposed cascaded multiphase architecture showed promising performances for the automatic segmentation of liver tissues, allowing to reliably estimate the necrosis rate, a valuable imaging biomarker of the clinical outcome.

Keyphrases

convolutional neural network
deep learning
computed tomography
contrast enhanced
dual energy
high resolution
machine learning
gene expression
image quality
positron emission tomography
magnetic resonance