Improving brain tumor segmentation on MRI based on the deep U-net and residual units

摘要

BACKGROUND: Accurate segmentation of brain tumor depicting on magnetic resonance imaging (MRI) is an important step for doctors to determine optimal treatment plan of Gliomas, which are the common malignant brain tumors that seriously damage patients' health and life.