3D Corner Detection and Matching for Manmade Scene/Object Structure Cognition

Jiao Tian, Derek Molloy

Abstract

In this paper, we describe a novel framework for 3D corner detection and matching. The proposed method is based on the assumption that the viewed scene contains definite planar surfaces. The contribution of our method is the integration of constraints imposed by the existing planes and the local feature matches to achieve improved plane decomposition and also optimal feature grouping. We describe the foundation of the framework and show how it can be employed in applications including 3D reconstruction, plane extraction and robot navigation. The effectiveness of our framework is validated through experimentations on synthetic 3D object and real architecture images.

References

  1. Lowe D. G. (2004). Distinctive image features from scaleinvariant keypoints. International Journal of Computer Vision, vol. 60, pp. 91-110.
  2. Ding, M., Lyngbaek, K., and Zakhor, A. (2008). Automatic registration of aerial imagery with untextured 3d lidar models. In Proc. of CVPR, pp. 1-8.
  3. Elias, R., and Laganière, R. (2012). JUDOCA: JUnction Detection Operator Based on Circumferential Anchors. IEEE Transactions on Image Processing, vol. 21(4), pp. 2109 - 2118.
  4. Hedau, V., Hoiem, D., and Forsyth, D. (2009). Recovering the spatial layout of cluttered rooms. In Proc. ICCV, pp. 1849-1856.
  5. Isack, H. and Boykov, Y. (2012). Energy-based geometric multi-model fitting. International Journal of Computer Vision, vol. 97, pp.123-147.
  6. Lee, D., Hebert, M., and Kanade, T. (2009). Geometric reasoning for single image structure recovery. In Proc.CVPR, pp. 2136-2143.
  7. Liu, Y., Zhang, X., and Huang, T. (2003). Estimation of 3D structure and motion from image corners. Pattern Recognition, vol. 36(6), pp.1269 - 1277.
  8. Matas, J., Chum, O., Urban, M. and Pajdla, T. (2002).
  9. Robust wide baseline stereo from maximally stable extremal regions. In Proc. BMVC, vol. 22, pp. 384- 396.
  10. Morel, J. M. and Yu. G. S. (2009) Asift: A new framework for fully affine invariant image comparison. SIAM Journal on Imaging Sciences, vol. 2, pp. 438-469.
  11. Toldo, R. and Fusiello, A. (2008). Robust Multiple Structure Estimation with J-Linkage. In Proc.ECCV, vol. pages 537-547.
  12. Trajkovic, M. and Hedley, M. (1998). Fast Corner Detection. Image and Vision Computing, vol. 16(2), pp. 75-87.
  13. Xu, L. and Lu, C. W., Xu, Y., and Jia, J.Y. (2011). Image Smoothing via L0 Gradient Minimization. In Proc. ACM SIGGRAPH Asia, vol. 30, article No. 174.
  14. Yu, S., Zhang, H., and Malik, J. (2008). Inferring spatial layout from a single image via depth-ordered grouping. In CVPR Workshop.
  15. Zuliani, M., Kenney, C. S., and Manjunath, B. S. (2005). The multiRANSAC algorithm and its application to detect planar homographies. In Proc. ICIP, vol. 3, pp. 153-156.
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Paper Citation


in Harvard Style

Tian J. and Molloy D. (2013). 3D Corner Detection and Matching for Manmade Scene/Object Structure Cognition . In Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2013) ISBN 978-989-8565-47-1, pages 477-480. DOI: 10.5220/0004301804770480


in Bibtex Style

@conference{visapp13,
author={Jiao Tian and Derek Molloy},
title={3D Corner Detection and Matching for Manmade Scene/Object Structure Cognition},
booktitle={Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2013)},
year={2013},
pages={477-480},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004301804770480},
isbn={978-989-8565-47-1},
}


in EndNote Style

TY - CONF
JO - Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2013)
TI - 3D Corner Detection and Matching for Manmade Scene/Object Structure Cognition
SN - 978-989-8565-47-1
AU - Tian J.
AU - Molloy D.
PY - 2013
SP - 477
EP - 480
DO - 10.5220/0004301804770480