Fusion of remote sensing images based on pyramid decomposition with Baldwinian Clonal Selection Optimization

被引:7
作者
Jin, Haiyan [1 ]
Xing, Bei [1 ]
Wang, Lei [1 ]
Wang, Yanyan [1 ]
机构
[1] Xian Univ Technol, Dept Comp Sci & Engn, Xian, Peoples R China
基金
中国国家自然科学基金;
关键词
Image fusion; Remote sensing images; Baldwinian Clonal Selection Algorithm; Optimization;
D O I
10.1016/j.infrared.2015.09.018
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
In this paper, we put forward a novel fusion method for remote sensing images based on the contrast pyramid (CP) using the Baldwinian Clonal Selection Algorithm (BCSA), referred to as CPBCSA. Compared with classical methods based on the transform domain, the method proposed in this paper adopts an improved heuristic evolutionary algorithm, wherein the clonal selection algorithm includes Baldwinian learning. In the process of image fusion, BCSA automatically adjusts the fusion coefficients of different sub-bands decomposed by CP according to the value of the fitness function. BCSA also adaptively controls the optimal search direction of the coefficients and accelerates the convergence rate of the algorithm. Finally, the fusion images are obtained via weighted integration of the optimal fusion coefficients and CP reconstruction. Our experiments show that the proposed method outperforms existing methods in terms of both visual effect and objective evaluation criteria, and the fused images are more suitable for human visual or machine perception. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:204 / 211
页数:8
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