Coarse-to-fine Kidney Segmentation Framework Incorporating with Abnormal Detection and Correction

Authors
Zhang, Yue
Wu, Jiong
Chen, Yifan
Wu, Ed X.
Tang, Xiaoying

Issue Date
2019

Publisher
University of Minnesota Libraries Publishing

Type
Article

Abstract
In this work, we formulate this segmentation problem into two sub-task: 1) kidney segmentation 2) tumor segmentation. In the first task, three 2D CNN are used to separate the kidney(including tumor )region with background (two class segmentation). In the second task, one 3D CNN and one two channel 2D CNN are used to separate detect and refine tumor within a relative smaller image region.

Identifiers
doi: 10.24926/548719.045