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Simultaneous Pose and Correspondence Estimation Based on Genetic Algorithm
Yang, Haiwei1; Wang, Fei1; Li, Zhe2; Dong, Hang1
2015
发表期刊INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS
摘要Although several algorithms have been presented to solve the simultaneous pose and correspondence estimation problem, the correct solution may not be reached to with the traditional random-start initialization method. In this paper, we derive a novel method which estimates the initial value based on genetic algorithm, considering the influences of different initial guesses comprehensively. First, a set of random initial guesses is generated as candidate solutions. Second, the assignment matrix and the perspective projection error are computed for each candidate solution. And then each individual is modified (selection, crossover, andmutation) in current iterative process. Finally, the fittest individual is stochastically selected from the final population. With the presented initialization method, the proper initial guess could be first calculated and then the simultaneous pose and correspondence estimation problem could be solved easily. Simulation results with synthetic data and experiments on real images prove the effectiveness and robustness of our proposed method.
文章类型Article
学科领域Computer Science, Information Systems
WOS标题词Science & Technology ; Technology
DOI10.1155/2015/828241
收录类别SCI ; EI
关键词[WOS]POINTS
语种英语
WOS研究方向Computer Science ; Telecommunications
项目资助者National Natural Science Foundation of China(61231018) ; National High Technology Research and Development Program of China(2013AA014601)
WOS类目Computer Science, Information Systems ; Telecommunications
WOS记录号WOS:000364943600001
引用统计
被引频次:4[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.opt.ac.cn/handle/181661/27496
专题光电跟踪与测量技术研究室
作者单位1.Xi An Jiao Tong Univ, Xian 710049, Shaanxi, Peoples R China
2.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian, Shaanxi, Peoples R China
推荐引用方式
GB/T 7714
Yang, Haiwei,Wang, Fei,Li, Zhe,et al. Simultaneous Pose and Correspondence Estimation Based on Genetic Algorithm[J]. INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS,2015.
APA Yang, Haiwei,Wang, Fei,Li, Zhe,&Dong, Hang.(2015).Simultaneous Pose and Correspondence Estimation Based on Genetic Algorithm.INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS.
MLA Yang, Haiwei,et al."Simultaneous Pose and Correspondence Estimation Based on Genetic Algorithm".INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS (2015).
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