On the repeatability of 3D point cloud segmentation based on interest points

Proceedings of the 2012 9th Conference on Computer and Robot Vision, CRV 2012

Volumn , Issue , 2012, Pages 9-16

  Lam, Joseph ^a   Greenspan, Michael ^a  

^a QUEEN S UNIVERSITY   (Canada)

Author keywords

3D Region Segmentation; Interest Points; Object Detection; Object Recognition; Repeatability

Indexed keywords

EXPERIMENTAL EVALUATION; INTEREST POINTS; OBJECT DETECTION; OBJECT RECOGNITION SYSTEMS; REGION SEGMENTATION; REPEATABILITY; ROBUST OBJECT RECOGNITION; SEGMENTATION METHODS;

COMPUTER VISION; D REGION; DIGITAL STORAGE; IMAGE SEGMENTATION; THREE DIMENSIONAL COMPUTER GRAPHICS;

OBJECT RECOGNITION;

EID: 84878345187     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CRV.2012.9     Document Type: Conference Paper

References (21)

1. D. Aiger, N. J. Mitra, and D. Cohen-Or. 4-points congruent sets for robust surface registration. ACM Transactions on Graphics, 27(3):#85, 1-10, 2008.
2. P.J. Besl and R.C. Jain. Segmentation through variable-order surface fitting. IEEE Trans. Pattern Analysis and Machine Intelligence, 10(2):167-192, 1988.
3. S.M. Bhandarkar and A. Siebert. Integra-an integrated approach to range image understanding. IEEE Trans. Pattern Recognition and Artifical Intelligence, 6(5):913-953, 1992.
4. A. Hoover et al. An experimental comparison of range image segmentation algorithms. IEEE Trans. Pattern Analysis and Machine Intelligence, 18(7):673-689, July 1996. (Pubitemid 126771378)
5. J. Huang and C.H Menq. Automatic data segmentation for geometric feature extraction from unorganized 3-d coordinate points. IEEE Trans. Robotics and Automation, 17(3):268-279, June 2001. (Pubitemid 32829734)
6. Y. Ioannou. Automatic urban modelling using mobile urban lidar data. Master's thesis, Queen's University, 2010.
7. A.E. Johnson and M. Hebert. Using spin images for efficient object recognition in cluttered 3d scenes. IEEE Trans. Pattern Analysis and Machine Intelligence, 21(3):433-449, May 1999.
8. E. Kalogerakis, A. Hertzmann, and K. Singh. Learning 3d mesh segmentation and labeling. ACM Transactions on Graphics, 29(4):259-289, July 2010.
9. V. Kolmogorov and R. Zabih. What energy function can be minimized via graph cut. IEEE Trans. Pattern Analysis and Machine Intelligence, 26(2):147-159, 2004.
10. P. Merchan and A. Adan. Exploration trees on highly complex scenes: A new approach for 3d segmentation. Pattern Recognition, 40:1879-1898, 2007. (Pubitemid 46497243)
11. A. Mian, M. Bennamoun, and R. Owens. On the repeatability and quality of keypoints for local feature-based 3d object retrieval from cluttered scenes. Int. Journal of Computer Vision, 2009.
12. G. Mori, S. Belongie, and J. Malik. Efficient shape matching using shape contexts. IEEE Trans. Pattern Analysis and Machine Intelligence, 27(11):1832-1837, Nov 2005. (Pubitemid 41685118)
13. L. Shang and M. Greenspan. Real-time object recognition in sparse range images using error surface embedding. In International Journal of Computer Vision. Springer Netherlands, August 2009. ISSN: 09205691 (Print) 15731405 (Online).
14. J. Shotton. Textonboost for image understanding: Multi-class object recognition and segmentation by jointly modeling texture, layout, and context. International Journal of Computer Vision, 81(1):2-23, 2007.
15. P. Simari, E. Kalogerakis, and K. Singh. Folding meshes: Hierarchical mesh segmentation based on plana symmetry. In SPG, 2006.
16. I. Sipiran and B.Bustos. A robust 3d interest points detector based on harris operator. In Eurographics workshop on 3D object retrieval (3DOR), 2010.
17. S.Salti, F. Tombari, and L.D. Stefano. A performance evaluation of 3d keypoint detectors. In 3DIMPVT 2011: The First Joint 3DIM/3DPVT Conference on 3D Imaging, Modeling, Processing, Visualization, Transmission, Hangzhou, China, 2011.
18. B. Taati and M. Greenspan. Local shape descriptor selection for object recognition in range data. Computer Vision and Image Understanding: Special issue on 3D Imaging and Modelling, 115(5):681-694, 2011.
19. R. Unnikrishnan and H. Martial. Multi-scale interest regions from unorganized point clouds. In CVPR 2008, 2008.
20. K. Wu and M.D. Levine. Segmenting 3d objects into geons. In in ICIAP, pages 321-334. Springer-Verlag, 1995.
21. X. Yu, T.D. Bui, and A. Krzyzak. Robust estimation for range image segmentation and reconstruction. IEEE Trans. Pattern Analysis and Machine Intelligence, 16(5):530-538, May 1994.