Fully-automated alignment of 3D fetal brain ultrasound to a canonical reference space using multi-task learning.

Methods for aligning 3D fetal neurosonography images must be robust to (i) intensity variations, (ii) anatomical and age-specific differences within the fetal population, and (iii) the variations in fetal posi- tion. To this end, we propose a multi-task fully convolutional neural network (FCN) archi...

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Main Authors: Namburete, AIL, Xie, W, Yaqub, M, Zisserman, A, Noble, JA
格式: Journal article
语言:English
出版: Elsevier 2018