Elastic Boundary Projection for 3D Medical Imaging Segmentation

3 Dec 2018Tianwei NiLingxi XieHuangjie ZhengElliot K. FishmanAlan L. Yuille

We focus on an important yet challenging problem: using a 2D deep network to deal with 3D segmentation for medical imaging analysis. Existing approaches either applied multi-view planar (2D) networks or directly used volumetric (3D) networks for this purpose, but both of them are not ideal: 2D networks cannot capture 3D contexts effectively, and 3D networks are both memory-consuming and less stable arguably due to the lack of pre-trained models... (read more)

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