ParallaxBA: Bundle adjustment using parallax angle feature parametrization | |
Zhao, Liang ; Huang, Shoudong ; Sun, Yanbiao ; Yan, Lei ; Dissanayake, Gamini | |
2015 | |
DOI | 10.1177/0278364914551583 |
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). |
个性服务 |
查看访问统计 |
相关权益政策 |
暂无数据 |
收藏/分享 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论