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差异特征与融合算法的集值映射关系的建立

Establishment of set-valued mapping between difference characteristics and fusion algorithms

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摘要

针对红外偏振和光强图像现有融合算法无法随着图像差异特征的变化而优化选择的问题,提出了图像差异特征和融合算法的集值映射关系的建立方法。通过图像差异特征的分析与提取构建了差异特征集,将典型融合算法构建为融合算法集,利用数据包络分析法计算每个差异特征对各融合算法的融合有效度并构造融合有效度分布,通过对多组图像的融合有效度分布合成,建立差异特征与融合算法的集值映射关系。实验证明,所建立的集值映射关系可以优化选择融合算法,将互补性强的差异特征有效融合。

Abstract

To solve the problem that infrared polarization and intensity image fusion algorithm is not optimal selection along with the change of difference characteristics, a method of establishing the set-valued mapping between difference characteristics set and fusion algorithms set was presented. Different characteristics set was formed with difference characteristics which was obtained by the analysis and extraction of image characteristics, and fusion algorithm set consisted of typical fusion algorithms. Fusion effective measure of each characteristic corresponding to fusion algorithms was calculated by data envelopment analysis and then constructed to be a distribution. Multi-group fusion effective measure distributions were synthesized in order to establish the set-valued mapping of difference characteristics and fusion algorithms set. Experimental results show that the set-valued mapping can select the optimal fusion algorithm, and have the highly complementary characteristics fused effectively.

Newport宣传-MKS新实验室计划
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中图分类号:TN219

所属栏目:信息处理

基金项目:教育部高等学校博士学科点专项科研资助(博导类)(20121420110004);国家自然科学基金(61171057);山西省回国人员科研资助(20120706ZX)

收稿日期:2013-11-22

修改稿日期:2013-12-31

网络出版日期:--

作者单位    点击查看

牛涛:中北大学信息与通信工程学院,山西 太原 030051
杨风暴:中北大学信息与通信工程学院,山西 太原 030051
王肖霞:中北大学信息与通信工程学院,山西 太原 030051
安富:中北大学信息与通信工程学院,山西 太原 030051
李大威:中北大学信息与通信工程学院,山西 太原 030051

联系人作者:牛涛(nt775264379@126.com)

备注:牛涛(1989-),女,硕士生,主要从事红外信息处理方面的研究。

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引用该论文

Niu Tao,Yang Fengbao,Wang Xiaoxia,An Fu,Li Dawei. Establishment of set-valued mapping between difference characteristics and fusion algorithms[J]. Infrared and Laser Engineering, 2015, 44(3): 1073-1079

牛涛,杨风暴,王肖霞,安富,李大威. 差异特征与融合算法的集值映射关系的建立[J]. 红外与激光工程, 2015, 44(3): 1073-1079

被引情况

【1】牛涛,杨风暴,卫红,张雷,吉琳娜,王肖霞,原惠峰. 红外偏振和光强图像差异特征分类树的构建. 红外技术, 2015, 37(6): 457-461

【2】王向东,杨风暴,焦玉茜,吉琳娜,吕红亮. 面向图像差异特征融合的基于弗里德曼检验的小波基分类研究. 红外技术, 2019, 41(1): 44-53

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