A Metric and Multiscale Color Segmentation Using the Color Monogenic Signal

被引:0
|
作者
Demarcq, Guillaume [1 ]
Mascarilla, Laurent [1 ]
Courtellemont, Pierre [1 ]
机构
[1] Univ La Rochelle, Math Lab, La Rochelle, France
关键词
Monogenic signal; Clifford algebras; color segmentation; color image processing; differential geometry;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper; we use the formalism of Clifford algebras to extend the so-called Monogenic Signal to color images. This extension consists in a. function with values in the Clifford algebra R-5,R-0 that encodes color as well as geometric structure information. Using geometric calculus, such a mathematical object can be used to extend classical concepts of signal processing (filtering, Fourier Transform...) to color images in a consistent manner. Regarding this paper; a local color phase is introduced, which generalizes the one for grayscale image. As an example of application, we provide a new method for color segmentation. Based on our please definition and the multiscale aspect of the Color Monogenic Signal, we provide a metric approach using differential geometry which reveals relevant on the Berkeley Image Dataset.
引用
收藏
页码:906 / 913
页数:8
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