Combining K-Means Attention and Hierarchical Mimicking Strategy for 3D U-Net Based Brain Tumor Segmentation

Runlong Lin,Shaoyu Wang,Qiang Chen,Zhengwei Cai,Yian Zhu,Yun Hu

2021 IEEE International Conference on Information Communication and Software Engineering (ICICSE)（2021）

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摘要

Despite the progress of U-Net in medical image segmentation, standard U-Net still has the problem of generalization ability and limited receptive fields. This paper proposes an improved 3D U-Net which focuses on model generalization and receptive fields for the semantic segmentation of brain tumor. Inspired by the success of using Hierarchical Mimicking (HM) in instance recognition, we present a n...

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关键词

3D UNet,segmentation,hierarchical mimicking,K-means attention

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