Global Image Segmentation Model of Inhomogeneous Noisy Type Images Using Increasing Natural Logarithmic Function

被引:0
作者
Ali, Sartaj [1 ]
Dayyan, Beenesh [2 ]
机构
[1] Karnal Sher Khan Cadet Coll Swabi, Dept Math, Ismaila, Pakistan
[2] Univ Peshawar, Dept Math, Peshawar, Pakistan
来源
PUNJAB UNIVERSITY JOURNAL OF MATHEMATICS | 2018年 / 50卷 / 03期
关键词
Image Segmentation; Level Set; Statistical Model; Gaussian Distribution;
D O I
暂无
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
This manuscript focuses on new image segmentation model for noisy and intensity inhomogeneity images on the basis of natural logarithmic increasing density function. Local image information is necessary for inhomogeneous images, but it is ineffective for noisy images. As a result local information misguides the motion of active contour. However, the natural logarithmic function in new proposed model is capable to capture minute details of images. Moreover, it also reduces the noise in the images and helps to clarify the exact boundaries. Comparing with local Chan-Vese Model, our new proposed model gives better performance while treating noisy and intensity inhomogeneity images. Experiments on noisy and intensity inhomogeneity images show the robustness of our new proposed model.
引用
收藏
页码:101 / 111
页数:11
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