Browse > Article
http://dx.doi.org/10.3745/KIPSTB.2007.14-B.7.493

Online Multi-view Range Image Registration using Geometric and Photometric Feature Tracking  

Baek, Jae-Won (경북대학교 컴퓨터공학과)
Moon, Jae-Kyoung (경북대학교 전기전자컴퓨터학부)
Park, Soon-Yong (경북대학교 컴퓨터공학과)
Abstract
An on-line registration technique is presented to register multi-view range images for the 3D reconstruction of real objects. Using a range camera, we first acquire range images and photometric images continuously. In the range images, we divide object and background regions using a predefined threshold value. For the coarse registration of the range images, the centroid of the images are used. After refining the registration of range images using a projection-based technique, we use a modified KLT(Kanade-Lucas-Tomasi) tracker to match photometric features in the object images. Using the modified KLT tracker, we can track image features fast and accurately. If a range image fails to register, we acquire new range images and try to register them continuously until the registration process resumes. After enough range images are registered, they are integrated into a 3D model in offline step. Experimental results and error analysis show that the proposed method can be used to reconstruct 3D model very fast and accurately.
Keywords
Multi-View Range Image; Klt Registration; Stereo; Online Registration;
Citations & Related Records
연도 인용수 순위
  • Reference
1 Yushuang Liu, Heidrich, W. 'Interactive 3D model acquisition and registration', Computer Graphics and Applications, 2003. Proceedings. 11th Pacific Conference, pp 115-122, 2003
2 T. Jaeggli, T.P. Koninckx, L. Van Gool, 'Online 3D Acquisition and Model Integration', IEEE International Workshop on Projector-Camera Systems - ICCV03, cdrom proc, 2003, France
3 V. Popescu, E. Sacks, and G. Bahmutov, 'The Model Camera: a Hand-Held Device for Interactive Modeling,' Proceedings of 3DIM03, pp. 285-292, 2003
4 S. Rusinkiewicz, O. Hall-Holt, and M. Levoy. 'Real-time 3d model acquisition', In Proceedings of Siggraph, Vol. 21, No. 3, pp, 438-446, 2002
5 Bruce D. Lucas and Takeo Kanade. 'An Iterative Image Registration Technique with an Application to Stereo Vision', International Joint Conference on Artificial Intelligence, pp. 674-679, 1981
6 Soon-Yong Park and Murali Subbarao, 'An Accurate and Fast Point-to-Plane Registration Technique', Pattern Recognition Letter, Vol. 24, No. 16, pp. 2967-2976, 2003   DOI   ScienceOn
7 William E. Lorensen , Harvey E. Cline, 'Marching cubes: A high resolution 3D surface construction algorithm', ACM SIGGRAPH Computer Graphics, Vol. 21, No. 4, pp.163-169, 1987   DOI
8 P. Allen, S. Feiner, A. Troccoli, H. Benko, E. Ishak, B. Smith, 'Seeing into the Past: Creating a 3D Modeling Pipeline for Archaeological Visualization', Second International Symposium on 3D Data Processing, Visualization and Transmission 3DPVT04, pp. 751-758, 2004
9 P. J. Besl and N. D. McKay, 'A Method for Registration of 3-D Shapes', IEEE Trans. on Pattern Recognition and Machine Intelligence, Vol. 14, No. 2, pp. 239-256, 1992   DOI   ScienceOn
10 Onay Urfalioglu, Patrick Mikulastik, Ivo Stegmann, 'Scale Invariant Robust Registration of 3D-Point Data and a Triangle Mesh by Global Optimization', Proceedings of the 8th International Conference on Advanced Concepts for Intelligent Vision Systems (ACIVS 2006), LNCS Vol. 127, pp. 1059-1070 Antwerp, 2006   DOI   ScienceOn
11 A. Akbarzadeh, J.-M. Frahm, P. Mordohai, B. Clipp, C. Engels, D. Gallup, P. Merrell, M. Phelps, S. Sinha, B. Talton, L. Wang, Q. Yang, H. Stewenius, R. Yang, G. Welch, H. Towles, D. Nister and M. Pollefeys, 'Towards Urban 3D Reconstruction From Video', Proc. 3DPVT06, 2006
12 Daniel Huber and Martial Hebert. '3-D Modeling Using a Statistical Sensor Model and Stochastic Search', In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 858-865, 2003
13 Carlo Tomasi and Takeo Kanade. 'Detection and Tracking of Point Features', Carnegie Mellon University Technical Report CMU-CS-91-132, April 1991
14 R. Benjema and F. Schmitt, 'Fast global registration of 3D sampled surface using a multi-z-buffer technique', First International Conference on Recent Advances in 3-D Digital Imaging and Modeling, pp. 113-123, 1997
15 R. Bergevin, M. Soucy, H. Gagnon, and D. Laurendeau, 'Toward a general multi-view registration technique', IEEE Trans. on Pattern Analysis and Machine Intelligence, Vol. 18, No. 5, pp. 540-547, 1996   DOI   ScienceOn
16 A. E. Johnson and S. B. Kang, 'Registration and integration of textured 3D data', Image and Vision Computing, Vol. 17, No. 2, pp. 135-147, 1999   DOI   ScienceOn
17 M. Levoy, K. Pulli, B. Curless, S. Rusinkiewicz, D. Koller, L. Pereira, M. Ginzton, S. Anderson, J. Davis, J. Ginsberg, J. Shade, and D. Fulk. 'The digital michelangelo project : 3D scanning of large statues', In SIGGRAPH, pp. 131-144, 2000