Recurrent Tissue-Aware Network for Deformable Registration of Infant Brain MR Images

Dongming Wei,Sahar Ahmad,Yuyu Guo,Liyun Chen,Yunzhi Huang,Lei Ma,Zhengwang Wu,Gang Li,Li Wang,Weili Lin,Pew-Thian Yap,Dinggang Shen,Qian Wang

IEEE Transactions on Medical Imaging（2022）

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摘要

Deformable registration is fundamental to longitudinal and population-based image analyses. However, it is challenging to precisely align longitudinal infant brain MR images of the same subject, as well as cross-sectional infant brain MR images of different subjects, due to fast brain development during infancy. In this paper, we propose a recurrently usable deep neural network for the registratio...

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关键词

Strain,Training,Image segmentation,Brain,Image registration,National Institutes of Health,Deep learning

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