Automatic building exterior mapping using multilayer feature graphs

作者: Yan Lu , Dezhen Song , Yiliang Xu , A. G. Amitha Perera , Sangmin Oh

DOI: 10.1109/COASE.2013.6653887

关键词:

摘要: We develop algorithms that can assist robot to perform building exterior mapping, which is important for energy retrofitting. In this task, a needs identify facades in its localization and mapping process, turn be used navigation. Existing rely on low level features such as point clouds line segments cannot directly applied our task. attack problem by employing multiple layer feature graph (MFG), contains five different ranging from raw key points planes vanishing 3D, an extended Kalman filter (EKF) framework. analyze how errors are generated propagated the MFG construction then apply data observations EKF map facades. have implemented tested MFG-EKF method at three sites. Experimental results show successfully constructed modern urban environments with mean relative of plane depth less than 4.66%.

参考文章(29)
Peter Henry, Michael Krainin, Evan Herbst, Xiaofeng Ren, Dieter Fox, RGB-D Mapping: Using Depth Cameras for Dense 3D Modeling of Indoor Environments international symposium on experimental robotics. pp. 477- 491 ,(2014) , 10.1007/978-3-642-28572-1_33
Whitney K. Newey, Daniel McFadden, Chapter 36 Large sample estimation and hypothesis testing Handbook of Econometrics. ,vol. 4, pp. 2111- 2245 ,(1994) , 10.1016/S1573-4412(05)80005-4
Dezhen Song, Ji Zhang, Error aware monocular visual odometry using vertical line pairs for small robots in urban areas national conference on artificial intelligence. pp. 1645- 1650 ,(2010)
Dezhen Song, Hyunnam Lee, Jingang Yi, On the Analysis of the Depth Error on the Road Plane for Monocular Vision-Based Robot Navigation international workshop algorithmic foundations robotics. pp. 301- 315 ,(2009) , 10.1007/978-3-642-00312-7_19
Herbert Bay, Tinne Tuytelaars, Luc Van Gool, SURF: speeded up robust features european conference on computer vision. ,vol. 1, pp. 404- 417 ,(2006) , 10.1007/11744023_32
Yan Lu, Dezhen Song, Haifeng Li, Jingtai Liu, Automatic recognition of spurious surface in building exterior survey conference on automation science and engineering. pp. 1047- 1052 ,(2013) , 10.1109/COASE.2013.6653885
Guoxuan Zhang, Il Hong Suh, Building a partial 3D line-based map using a monocular SLAM international conference on robotics and automation. pp. 1497- 1502 ,(2011) , 10.1109/ICRA.2011.5979665
Richard Hartley, Andrew Zisserman, Multiple view geometry in computer vision ,(2000)
P. Smith, I. Reid, A. J. Davison, Real-Time Monocular SLAM with Straight Lines british machine vision conference. pp. 17- 26 ,(2006) , 10.5244/C.20.3
Haifeng Li, Dezhen Song, Yan Lu, Jingtai Liu, A two-view based multilayer feature graph for robot navigation international conference on robotics and automation. pp. 3580- 3587 ,(2012) , 10.1109/ICRA.2012.6224732