An Automatic Crude Registration of Two Partially Overlapping Range Images

We present a crude registration algorithm for two partially overlapping range images acquired from a rigid object. Our proposal is characterized by two novel features: drastic data reduction and expressive shape descriptor. The data reduction is achieved on the basis of the observation that for crude alignments only the overall shape of image is of interest and the enhancement of the expression power of the shape descriptor is accomplished by integrating in it both local and global shape information. Experimental results show that our algorithm delivers good initial estimate to a fine registration program.

[1]  Anthony J. Maeder,et al.  The correspondence framework for 3D surface matching algorithms , 2005, Comput. Vis. Image Underst..

[2]  Jitendra Malik,et al.  Shape matching and object recognition using shape contexts , 2010, 2010 3rd International Conference on Computer Science and Information Technology.

[3]  Robert C. Bolles,et al.  Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography , 1981, CACM.

[4]  Andrew E. Johnson,et al.  Using Spin Images for Efficient Object Recognition in Cluttered 3D Scenes , 1999, IEEE Trans. Pattern Anal. Mach. Intell..

[5]  Naoufel Werghi,et al.  Aligning Arbitrary Surfaces using Pairwise Geometric Histograms , 1998, NMBIA.

[6]  Gérard G. Medioni,et al.  Object modelling by registration of multiple range images , 1992, Image Vis. Comput..

[7]  GoolLuc Van,et al.  Automatic crude patch registration , 2002 .

[8]  Gérard G. Medioni,et al.  Object modeling by registration of multiple range images , 1991, Proceedings. 1991 IEEE International Conference on Robotics and Automation.

[9]  Pavel Krsek,et al.  Differential Invariants as the Base of Triangulated Surface Registration , 2002, Comput. Vis. Image Underst..

[10]  Paul J. Besl,et al.  A Method for Registration of 3-D Shapes , 1992, IEEE Trans. Pattern Anal. Mach. Intell..

[11]  Michael Garland,et al.  Surface simplification using quadric error metrics , 1997, SIGGRAPH.

[12]  Szymon Rusinkiewicz,et al.  Estimating curvatures and their derivatives on triangle meshes , 2004, Proceedings. 2nd International Symposium on 3D Data Processing, Visualization and Transmission, 2004. 3DPVT 2004..

[13]  Yi-Ping Hung,et al.  RANSAC-Based DARCES: A New Approach to Fast Automatic Registration of Partially Overlapping Range Images , 1999, IEEE Trans. Pattern Anal. Mach. Intell..

[14]  Brian C. Lovell,et al.  Using the correspondence framework to select surface matching algorithms , 2005 .

[15]  Marc Levoy,et al.  Zippered polygon meshes from range images , 1994, SIGGRAPH.

[16]  Luc Van Gool,et al.  Automatic Crude Patch Registration: Toward Automatic 3D Model Building , 2002, Comput. Vis. Image Underst..