A flexible mathematical model for matching of 3D surfaces and attributes

被引:2
作者
Akca, D [1 ]
Gruen, A [1 ]
机构
[1] Swiss Fed Inst Technol, Chair Photogrammetry & Remote Sensing, Zurich, Switzerland
来源
VIDEOMETRICS VIII | 2005年 / 5665卷
关键词
least squares 3D surface matching; point clouds; registration; laser scanning; intensity matching;
D O I
10.1117/12.587527
中图分类号
TB8 [摄影技术];
学科分类号
0804 ;
摘要
An algorithm for the least squares matching of overlapping 3D surfaces is presented. It estimates the transformation parameters between two or more fully 3D surfaces, using the Generalized Gauss-Markoff model, minimizing the sum of squares of the Euclidean distances between the surfaces. This formulation gives the opportunity of matching arbitrarily oriented 3D surfaces simultaneously, without using explicit tie points. Besides the mathematical model and execution aspects we give further extension of the basic model. The first extension is the simultaneous matching of sub-surface patches, which are selected in cooperative surface areas. It provides a computationally effective solution, since it matches only relevant multi-subpatches rather than the whole overlapping areas. The second extension is the matching of surface geometry and its attribute information, e.g. reflectance, color, temperature, etc., under a combined estimation model. We give practical examples for the demonstration of the basic method and the extensions.
引用
收藏
页码:184 / 195
页数:12
相关论文
共 35 条
[1]  
[Anonymous], 1999, GEOMATICA
[2]  
[Anonymous], 1985, South Afr. J. Photogrammetry, Remote Sens. Cartography
[3]   Towards a general multi-view registration technique [J].
Bergevin, R ;
Soucy, M ;
Gagnon, H ;
Laurendeau, D .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1996, 18 (05) :540-547
[4]   A METHOD FOR REGISTRATION OF 3-D SHAPES [J].
BESL, PJ ;
MCKAY, ND .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1992, 14 (02) :239-256
[5]   A survey of free-form object representation and recognition techniques [J].
Campbell, RJ ;
Flynn, PJ .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2001, 81 (02) :166-210
[6]   OBJECT MODELING BY REGISTRATION OF MULTIPLE RANGE IMAGES [J].
CHEN, Y ;
MEDIONI, G .
IMAGE AND VISION COMPUTING, 1992, 10 (03) :145-155
[7]   Optimal registration of object views using range data [J].
Dorai, C ;
Weng, J ;
Jain, AK .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (10) :1131-1138
[8]  
Ebner H., 1988, International Archives of Photogrammetry and Remote Sensing, V27, P578
[9]  
Ebner H., 1986, INT ARCH PHOTOGRAMME, V26, P212
[10]  
Fusiello A, 2002, LECT NOTES COMPUT SC, V2351, P805