Saliency-based 3D convolutional neural network for categorising common focal liver lesions on multisequence MRI.

Shu-Hui WangXin-Jun HanJing DuZhen-Chang WangChunwang YuanYinan ChenYajing ZhuXin DouXiao-Wei XuHui XuZheng-Han Yang

Published in: Insights into imaging (2021)

This interpretable deep learning model showed high diagnostic performance in the differentiation of FLLs on multisequence MRI. The analysis principle contributing to the predictions can be explained via saliency maps.

Keyphrases

convolutional neural network
deep learning
contrast enhanced
magnetic resonance imaging
diffusion weighted imaging
artificial intelligence
machine learning
computed tomography
magnetic resonance