Large-Scale bundle adjustment by parameter vector partition

作者: Shanmin Pang , Jianrue Xue , Le Wang , Nanning Zheng

DOI: 10.1007/978-3-642-37447-0_3

关键词:

摘要: We propose an efficient parallel bundle adjustment (BA) algorithm to refine 3D reconstruction of the large-scale structure from motion (SfM) problem, which uses image collections Internet. Different latest BA techniques that improve efficiency by optimizing reprojection error function with Conjugate Gradient (CG) methods, we employ parameter vector partition strategy. More specifically, whole into a set individual sub-vectors via normalized cut (Ncut). Correspondingly, solution problem can be obtained minimizing subproblems on these sub-vector spaces. Our approach is approximately parallel, and there no need solve linear equation problem. Experiments carried out low-end computer 4GB RAM demonstrate accuracy proposed algorithm.

参考文章(22)
D. Steedly, I. Essa, Propagation of innovative information in non-linear least-squares structure from motion international conference on computer vision. ,vol. 2, pp. 223- 229 ,(2001) , 10.1109/ICCV.2001.937628
Heung-Yeung Shum, Qifa Ke, Zhengyou Zhang, None, Efficient bundle adjustment with virtual key frames: a hierarchical approach to multi-frame structure from motion computer vision and pattern recognition. ,vol. 2, pp. 538- 543 ,(1999) , 10.1109/CVPR.1999.784733
Yong-Dian Jian, Doru C. Balcan, Frank Dellaert, Generalized Subgraph Preconditioners for Large-Scale Bundle Adjustment Lecture Notes in Computer Science. pp. 131- 150 ,(2012) , 10.1007/978-3-642-34091-8_6
Sameer Agarwal, Noah Snavely, Ian Simon, Steven M Seitz, Richard Szeliski, Building Rome in a day international conference on computer vision. pp. 72- 79 ,(2009) , 10.1109/ICCV.2009.5459148
Jorge Nocedal, Stephen J. Wright, Numerical Optimization ,(2008)
Steedly, Essa, Dellaert, Spectral partitioning for structure from motion international conference on computer vision. pp. 996- 1003 ,(2003) , 10.1109/ICCV.2003.1238457
Sameer Agarwal, Noah Snavely, Steven M. Seitz, Richard Szeliski, Bundle adjustment in the large european conference on computer vision. pp. 29- 42 ,(2010) , 10.1007/978-3-642-15552-9_3
Martin Byröd, Kalle Åström, Conjugate gradient bundle adjustment european conference on computer vision. ,vol. 6312, pp. 114- 127 ,(2010) , 10.1007/978-3-642-15552-9_9
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