Simultaneous Pose and Correspondence Estimation Based on Genetic Algorithm | |
Yang, Haiwei1; Wang, Fei1; Li, Zhe2![]() | |
2015 | |
发表期刊 | INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS
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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 |
DOI | 10.1155/2015/828241 |
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 | |
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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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Simultaneous Pose an(3051KB) | 期刊论文 | 作者接受稿 | 限制开放 | CC BY-NC-SA | 请求全文 |
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