Fusion of GPS and structure-from-motion using constrained bundle adjustments

作者: Maxime Lhuillier

DOI: 10.1109/CVPR.2011.5995456

关键词:

摘要: Two problems occur when bundle adjustment (BA) is applied on long image sequences: the large calculation time and drift (or error accumulation). In recent work, reduced by local BAs in an incremental scheme. The may be fusion of GPS Structure-from-Motion. An existing method BA minimizing a weighted sum errors. This paper introduces two constrained for fusion, which enforce upper bound reprojection error. These are alternatives to BA, does not guarantee small requires weight as input. Then three integrated Structure-from-Motion based BA. Lastly, we will compare results monocular sequence low cost GPS.

参考文章(11)
Edward Mikhail, James Bethel, Roy Mullen, J. Chris McGlone, Manual of Photogrammetry, 5th Edition Photogrammetric Engineering and Remote Sensing. ,vol. 72, pp. 312- ,(2006)
E. Mouragnon, M. Lhuillier, M. Dhome, F. Dekeyser, P. Sayd, Generic and real-time structure from motion using local bundle adjustment Image and Vision Computing. ,vol. 27, pp. 1178- 1193 ,(2009) , 10.1016/J.IMAVIS.2008.11.006
Hideyuki Kume, Takafumi Taketomi, Tomokazu Sato, Naokazu Yokoya, Extrinsic Camera Parameter Estimation Using Video Images and GPS Considering GPS Positioning Accuracy 2010 20th International Conference on Pattern Recognition. pp. 3923- 3926 ,(2010) , 10.1109/ICPR.2010.954
Richard Hartley, Andrew Zisserman, Multiple view geometry in computer vision ,(2000)
J. J. McKeown, Non-Linear Parameter Estimation Journal of the Operational Research Society. ,vol. 23, pp. 81- 83 ,(1972) , 10.1057/JORS.1972.8
Alexandre Eudes, Maxime Lhuillier, Error propagations for local bundle adjustment computer vision and pattern recognition. pp. 2411- 2418 ,(2009) , 10.1109/CVPR.2009.5206824
Pierre Lothe, Steve Bourgeois, Fabien Dekeyser, Eric Royer, Michel Dhome, Towards geographical referencing of monocular SLAM reconstruction using 3D city models: Application to real-time accurate vision-based localization computer vision and pattern recognition. pp. 2882- 2889 ,(2009) , 10.1109/CVPR.2009.5206662
Bill Triggs, Philip F McLauchlan, Richard I Hartley, Andrew W Fitzgibbon, None, Bundle Adjustment - A Modern Synthesis international conference on computer vision. ,vol. 1883, pp. 298- 372 ,(1999) , 10.1007/3-540-44480-7_21
T. Bailey, H. Durrant-Whyte, Simultaneous localization and mapping (SLAM): part II IEEE Robotics & Automation Magazine. ,vol. 13, pp. 108- 117 ,(2006) , 10.1109/MRA.2006.1678144
Drew Steedly, Frank Dellaert, Kai Ni, Out-of-Core Bundle Adjustment for Large-Scale 3D Reconstruction international conference on computer vision. pp. 1- 8 ,(2007) , 10.1109/ICCV.2007.4409085