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Optics Express

Optics Express

  • Editor: C. Martijn de Sterke
  • Vol. 15, Iss. 4 — Feb. 19, 2007
  • pp: 1513–1533

Three-dimensional distortion-tolerant object recognition using photon-counting integral imaging

Seokwon Yeom, Bahram Javidi, and Edward Watson  »View Author Affiliations


Optics Express, Vol. 15, Issue 4, pp. 1513-1533 (2007)
http://dx.doi.org/10.1364/OE.15.001513


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Abstract

This paper addresses three-dimensional distortion-tolerant object recognition using photon-counting integral imaging (II). A photon-counting linear discriminant analysis (LDA) is proposed for classification photon-limited images. In the photon-counting LDA, classical irradiance images are used to train the classifier. The unknown objects used to test the classifier are labeled by the number of photons detected. The optimal solution of the Fisher’s LDA for photon-limited images is found to be different from the case when irradiance values are used. This difference results in one of the merits of a photon-counting LDA, namely that the high dimensionality of the image can be handled without preprocessing. Thus, the singularity problem of the Fisher’s LDA encountered in the use of irradiance images can be avoided. By using photon-counting II, we build a compact distortion tolerant recognition system that makes use of the multiple-perspective imaging of II to enhance the recognition performance. Experimental and simulation results are presented to classify out-of-plane rotated objects. The performance is analyzed in terms of mean-squared distance (MSD) between the irradiance images. It is shown that a low level of photons is sufficient in the proposed technique.

© 2007 Optical Society of America

OCIS Codes
(000.0000) General : General
(030.5260) Coherence and statistical optics : Photon counting
(100.5010) Image processing : Pattern recognition
(100.5760) Image processing : Rotation-invariant pattern recognition
(100.6890) Image processing : Three-dimensional image processing
(110.6880) Imaging systems : Three-dimensional image acquisition

ToC Category:
Image Processing

History
Original Manuscript: November 15, 2006
Revised Manuscript: January 18, 2007
Manuscript Accepted: January 23, 2007
Published: February 19, 2007

Citation
Seokwon Yeom, Bahram Javidi, and Edward Watson, "Three-dimensional distortion-tolerant object recognition using photon-counting integral imaging," Opt. Express 15, 1513-1533 (2007)
http://www.opticsinfobase.org/oe/abstract.cfm?URI=oe-15-4-1513


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