A geometric flow approach for region-based image segmentation-theoretical analysis

被引:0
作者
Zhu-cui Jing
Juntao Ye
Guo-liang Xu
机构
[1] Beijing Jiaotong University,School of Economics and Management
[2] Chinese Academy of Sciences,Institute of Automation
[3] Chinese Academy of Sciences,Academy of Mathematics and Systems Science
来源
Acta Mathematicae Applicatae Sinica, English Series | 2018年 / 34卷
关键词
-gradient flow; Bi-cubic B-spline; direct method; image segmentation; 00A05;
D O I
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中图分类号
学科分类号
摘要
In this paper, we analyze the well-posedness of an image segmentation model. The main idea of that segmentation model is to minimize one energy functional by evolving a given piecewise constant image towards the image to be segmented. The evolution is controlled by a serial of mappings, which can be represented by B-spline basis functions. The evolution terminates when the energy is below a given threshold. We prove that the correspondence between two images in the segmentation model is an injective and surjective mapping under appropriate conditions. We further prove that the solution of the segmentation model exists using the direct method in the calculus of variations. These results provide the theoretical support for that segmentation model.
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页码:65 / 76
页数:11
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