Optimum Fiducials Under Weak Perspective Projection

We investigate how a given fixed number of points should be located in space so that the pose of a camera viewing them from unknown locations can be estimated with the greatest accuracy. We show that optimum solutions are obtained when the points form concentric complete regular polyhedra. For the case of optimal configurations we provide a worst-case error analysis and use it to analyze the effects of weak perspective approximation to true perspective viewing. Comprehensive computer simulations validate the theoretical results.

[1]  Tao Daniel Alter 3-D Pose from 3 Points Using Weak-Perspective , 1994, IEEE Trans. Pattern Anal. Mach. Intell..

[2]  Fadi Dornaika,et al.  Object Pose: The Link between Weak Perspective, Paraperspective, and Full Perspective , 1997, International Journal of Computer Vision.

[3]  Alfred M. Bruckstein,et al.  Uniqueness of 3D Pose Under Weak Perspective: A Geometrical Proof , 1995, IEEE Trans. Pattern Anal. Mach. Intell..

[4]  Thomas S. Huang,et al.  Motion and structure from orthographic projections , 1988, [1988 Proceedings] 9th International Conference on Pattern Recognition.

[5]  Åke Björck,et al.  Numerical Methods , 2021, Markov Renewal and Piecewise Deterministic Processes.

[6]  Larry S. Davis,et al.  Model-based object pose in 25 lines of code , 1992, International Journal of Computer Vision.

[7]  Shimon Ullman,et al.  Recognizing solid objects by alignment with an image , 1990, International Journal of Computer Vision.

[8]  Ronen Basri,et al.  Recognition by Linear Combinations of Models , 1991, IEEE Trans. Pattern Anal. Mach. Intell..

[9]  Takeo Kanade,et al.  Shape and motion from image streams under orthography: a factorization method , 1992, International Journal of Computer Vision.