A clinical decision support system for predicting cirrhosis stages via high frequency ultrasound images

作者:

Highlights:

• Develop clinical decision support system for predicting cirrhosis stages.

• Propose an incremental classification model based on a severe-first strategy.

• In each layer a data split and aggregation scheme is proposed.

摘要

•Develop clinical decision support system for predicting cirrhosis stages.•Propose an incremental classification model based on a severe-first strategy.•In each layer a data split and aggregation scheme is proposed.

论文关键词:Automatic diagnosis,Liver capsule,Data split and aggregation scheme,Capsule-specific CIFAR,Parenchyma-aimed ResNet,Cirrhosis

论文评审过程:Received 9 November 2019, Revised 24 June 2020, Accepted 2 February 2021, Available online 11 February 2021, Version of Record 23 March 2021.

论文官网地址:https://doi.org/10.1016/j.eswa.2021.114680