A novel level set method for medical image segmentation

被引:0
|
作者
Biswas, Soumen [1 ]
Hazra, Ranjay [1 ]
机构
[1] Natl Inst Technol Silchar, Dept Elect & Instrumentat Engn, Silchar, India
来源
PROCEEDINGS OF 2019 IEEE REGION 10 SYMPOSIUM (TENSYMP) | 2019年
关键词
Intensity inhomogeneity; Level set function; Double well potential; Medical Image segmentation; ACTIVE CONTOURS; EVOLUTION;
D O I
10.1109/tensymp46218.2019.8971135
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
A new level set method is proposed to segment. medical images by introducing intensity inhomogeneity and a double well potential function. First of all, an adaptive weighted median filter (AWMF) is used to define the region with respect to intensity inhomogeneity. Then, the analysis is performed by incorporating an energy function with intensity inhomogeneity-free images. Thereafter a new double well potential function is introduced that reduces the computational time. Finally, segmentation is performed on medical images by minimizing the overall energy function. The experimental results show the robustness of the proposed method in comparison to the existing methods in terms of computational time and Jaccard Index (JI).
引用
收藏
页码:237 / 242
页数:6
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