Abstract
The viewpoint consistency constraint (VCC) provides a powerful way to discover extended feature groups and to test hypotheses in object recognition. Lowe’s incremental method fails in complex scenes, and an exhaustive tree search (eg Grimson &Lozano-Perez) is too expensive. We present a state space approach in which transitions are made which monotonically ascend a measure of viewpoint consistency.
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References
Bodington, Sullivan & Baker, “Experiments on the use of the ATMS to label features for object recognition”, Computer Vision-ECCV’90, Spring-Verlag, 1990.
Bray, A., “Recognising and Tracking Polyhedral Objects”, Ph.D Thesis, Sussex University, UK, 1991.
Brooks, A. B., “Model Based Computer Vision”, UMI Research Press, 1984.
Bolles, R., et al, “3DPO:A Three-Dimensional Part Orientation System”, Int. J. of Robotics Research.
Grimson, et al, “The combinatorics of object recognition in cluttered environments using constrained search”, ICCV’88
Grimson, et al, “Model-based Recognition and Localization from Sparse Range or Tactile Data”, Int. J. of Robotics Research.
Chen, et al, “A Robot Vision System for Recognising 3D Objects in Lower-order Polynomial Time”, IEEE PAMI, No 6, 1989.
Goad, C., “Special Purpose Automatic Programming for 3D model-based vision”, Proceeding of the ARPA image understanding Workshop, Arlington, Virginia, 1983.
Kim, W. and Kak, C., “3D Object Recognition Using Bipartite Matching Embedded in Discrete Relaxation”, IEEE PAMI, No 4, 1991.
Lowe, D., “The viewpoint consistency constraint”, International Journal of Computer Vision, 1987
Lowe, D., “Fitting Parameterised 3D Models to Images”, IEEE PAMI, No 5, 1991
Grimson, “The combinatorics of heuristic search termination for object recognition in cluttered environments”, MIT, AI Lab Memo 1111.
Rydz, A., et al, “Model based Vision Using a Planar Representation of the Viewsphere”, Alvey Vision Conference’88, Manchester, 1988.
Worrall, A., et al, “Model Based Tracking”, BMVC’91, Glasgow, 1991
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© 1991 Springer-Verlag London Limited
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Du, L., Sullivan, G.D., Baker, K.D. (1991). 3D Grouping by Viewpoint Consistency Ascent. In: Mowforth, P. (eds) BMVC91. Springer, London. https://doi.org/10.1007/978-1-4471-1921-0_7
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DOI: https://doi.org/10.1007/978-1-4471-1921-0_7
Publisher Name: Springer, London
Print ISBN: 978-3-540-19715-7
Online ISBN: 978-1-4471-1921-0
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