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ParallaxBA: Bundle adjustment using parallax angle feature parametrization
Zhao, Liang ; Huang, Shoudong ; Sun, Yanbiao ; Yan, Lei ; Dissanayake, Gamini
2015
DOI10.1177/0278364914551583
英文摘要The main contribution of this paper is a novel feature parametrization based on parallax angles for bundle adjustment (BA) in structure and motion estimation from monocular images. It is demonstrated that under certain conditions, describing feature locations using their Euclidean XYZ coordinates or using inverse depth in BA leads to ill-conditioned normal equations as well as objective functions that have very small gradients with respect to some of the parameters describing feature locations. The proposed parallax angle feature parametrization in BA (ParallaxBA) avoids both of the above problems leading to better convergence properties and more accurate motion and structure estimates. Simulation and experimental datasets are used to demonstrate the impact of different feature parametrizations on BA, and the improved convergence, efficiency and accuracy of the proposed ParallaxBA algorithm when compared with some existing BA packages such as SBA, sSBA and g2o. The C/C++ source code of ParallaxBA is available on OpenSLAM (https://openslam.org/). ?The Author(s) 2015.; SCI(E); EI; 0; ARTICLE; Shoudong.Huang@uts.edu.au; 4-5; 493-516; 34
语种英语
内容类型期刊论文
源URL[http://ir.pku.edu.cn/handle/20.500.11897/329074]  
专题地球与空间科学学院
推荐引用方式
GB/T 7714
Zhao, Liang,Huang, Shoudong,Sun, Yanbiao,et al. ParallaxBA: Bundle adjustment using parallax angle feature parametrization[J],2015.
APA Zhao, Liang,Huang, Shoudong,Sun, Yanbiao,Yan, Lei,&Dissanayake, Gamini.(2015).ParallaxBA: Bundle adjustment using parallax angle feature parametrization..
MLA Zhao, Liang,et al."ParallaxBA: Bundle adjustment using parallax angle feature parametrization".(2015).
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