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Journal of the Optical Society of America A

Journal of the Optical Society of America A

| OPTICS, IMAGE SCIENCE, AND VISION

  • Vol. 20, Iss. 5 — May. 1, 2003
  • pp: 797–816

Cramér–Rao analysis of orientation estimation: viewing geometry influences on the information conveyed by target features

David R. Gerwe and Paul S. Idell  »View Author Affiliations


JOSA A, Vol. 20, Issue 5, pp. 797-816 (2003)
http://dx.doi.org/10.1364/JOSAA.20.000797


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Abstract

A methodology for analyzing an imaging sensor’s ability to assess target properties is developed. By the application of a Cramér–Rao covariance analysis to a statistical model relating the sensor measurements to the target, a lower bound can be calculated on the accuracy with which any unbiased algorithm can form estimates of target properties. Such calculations are important in understanding how a sensor’s design influences its performance for a given assessment task and in performing feasibility studies or system architecture design studies between sensor designs and sensing modalities. A novel numerical model relating a sensor’s measurements to a target’s three-dimensional geometry is developed in order to overcome difficulties in accurately performing the required numerical computations. The accuracy of the computations is verified against simple test cases that can be solved in closed form. Examples are presented in which the approach is used to investigate the influence of viewing perspective on orientation accuracy limits. These examples are also used to examine the potential accuracy improvement that could be gained by fusing multiperspective data.

© 2003 Optical Society of America

OCIS Codes
(100.2960) Image processing : Image analysis
(100.5010) Image processing : Pattern recognition

History
Original Manuscript: May 20, 2002
Revised Manuscript: December 9, 2002
Manuscript Accepted: December 9, 2002
Published: May 1, 2003

Citation
David R. Gerwe and Paul S. Idell, "Cramér–Rao analysis of orientation estimation: viewing geometry influences on the information conveyed by target features," J. Opt. Soc. Am. A 20, 797-816 (2003)
http://www.opticsinfobase.org/josaa/abstract.cfm?URI=josaa-20-5-797

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