Biological image processing via Chaotic Differential Search and lateral inhibition

被引:16
|
作者
Gan, Lu [1 ]
Duan, Haibin [1 ,2 ]
机构
[1] Beihang Univ BUAA, Sch Automat Sci & Elect Engn, State Key Lab Virtual Real Technol & Syst, Beijing 100191, Peoples R China
[2] Beihang Univ BUAA, Sci & Technol Aircraft Control Lab, Beijing 100191, Peoples R China
来源
OPTIK | 2014年 / 125卷 / 09期
关键词
Differential Search (DS); Chaos theory; Lateral inhibition (LI); Biological; Image matching;
D O I
10.1016/j.ijleo.2013.11.006
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
In this paper, we propose a hybrid biological image processing approach, which is based on Chaotic Differential Search (CDS) algorithm and lateral inhibition (LI) mechanism. We named this hybrid biological image processing approach as LI-CDS. Differential Search (DS) algorithm is a new bio-inspired optimization algorithm mimicking the migration behavior of an organism, and has been successfully used for solution of coordinate system transformation. The property of chaotic variable is integrated into DS to improve its search strategy so that it can escape from the local optimum. Furthermore, lateral inhibition mechanism, which is verified to have good effects on image edge extraction and image enhancement, is employed to pre-process images involved. In this hybrid biological image processing mechanism, our proposed LI-CDS method incorporates both advantages of chaos theory and lateral inhibition mechanism. Series of comparative experimental results by using LI-CDS, DS, CDS and Particle Swarm Optimization (PSO) demonstrate that the proposed LI-CDS performs better than the other three methods. (C) 2013 Elsevier GmbH. All rights reserved.
引用
收藏
页码:2070 / 2075
页数:6
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