Image segmentation model using active contour and image decomposition

被引:2
|
作者
Bresson, Xavier [1 ]
Thiran, Jean-Philippe [1 ]
机构
[1] Swiss Fed Inst Technol, Signal Proc Inst, CH-1015 Lausanne, Switzerland
关键词
image segmentation; active contour; Mumford-Shah's functional; image decomposition; global minimum;
D O I
10.1109/ICIP.2006.312676
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes an image segmentation model based on the active contour model, the Mumford-Shah functional and the image decomposition process. Generally speaking, the active contour model detects boundaries in images from sharp intensities variations and the Mumford-Shah model finds smooth regions from homogeneous intensities. Our model merges these two complementary approaches while considering the Four Color Theorem to globally partition any given image. We also consider the textural part lying in natural images by separating it from the geometric part, which contains the meaningful objects, to help the segmentation process. Our segmentation model is experimented with a 1-D signal and 2-D images.
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页码:1657 / +
页数:3
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