Multilevel thresholding using chaos optimization and Differential Evolution Algorithm
文献类型:期刊论文
作者 | Chen Yuhuan; Yi Chenfu |
刊名 | Recent Patents on Computer Science
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出版日期 | 2013 |
英文摘要 | Multilevel thresholding usually is much computationally exhaustive in the process of searching the optimal thresholds. In order to improve computational efficiency, this paper presents an image segmentation method by using the chaos optimization algorithm(COA), which is incorporated into differential evolution (DE). The stochastic property and space ergodicity of chaos mapping are utilized to enlarge the search range and to explore a huge search space. Additionally, to find the optimal thresholds, thedifferential evolution with chaos optimization algorithm (DECOA) is considered by using the objective model based on the maximum entropy criterion. The presented segmentation method has been simulated on six standard test images and compared with the canonical DE and some other classic optimization algorithms. Experimental results show that the presented DECOAalgorithm has much faster convergence speed than those of some existing methods. Furthermore, this algorithm can get superior segmentation performance of the feasibility and effectiveness. |
收录类别 | EI |
原文出处 | http://chinesesites.library.ingentaconnect.com/content/ben/cseng/2013/00000006/00000003/art00005 |
语种 | 英语 |
源URL | [http://ir.siat.ac.cn:8080/handle/172644/4848] ![]() |
专题 | 深圳先进技术研究院_医工所 |
作者单位 | Recent Patents on Computer Science |
推荐引用方式 GB/T 7714 | Chen Yuhuan,Yi Chenfu. Multilevel thresholding using chaos optimization and Differential Evolution Algorithm[J]. Recent Patents on Computer Science,2013. |
APA | Chen Yuhuan,&Yi Chenfu.(2013).Multilevel thresholding using chaos optimization and Differential Evolution Algorithm.Recent Patents on Computer Science. |
MLA | Chen Yuhuan,et al."Multilevel thresholding using chaos optimization and Differential Evolution Algorithm".Recent Patents on Computer Science (2013). |
入库方式: OAI收割
来源:深圳先进技术研究院
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