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Optics Express

Optics Express

  • Editor: C. Martijn de Sterke
  • Vol. 18, Iss. 25 — Dec. 6, 2010
  • pp: 26450–26460

Three dimensional object recognition with photon counting imagery in the presence of noise

Mehdi DaneshPanah, Bahram Javidi, and Edward A. Watson  »View Author Affiliations


Optics Express, Vol. 18, Issue 25, pp. 26450-26460 (2010)
http://dx.doi.org/10.1364/OE.18.026450


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Abstract

Three dimensional (3D) imaging systems have been recently suggested for passive sensing and recognition of objects in photon-starved environments where only a few photons are emitted or reflected from the object. In this paradigm, it is important to make optimal use of limited information carried by photons. We present a statistical framework for 3D passive object recognition in presence of noise. Since in quantum-limited regime, detector dark noise is present, our approach takes into account the effect of noise on information bearing photons. The model is tested when background noise and dark noise sources are present for identifying a target in a 3D scene. It is shown that reliable object recognition is possible in photon-counting domain. The results suggest that with proper translation of physical characteristics of the imaging system into the information processing algorithms, photon-counting imagery can be used for object classification.

© 2010 Optical Society of America

OCIS Codes
(030.5260) Coherence and statistical optics : Photon counting
(100.6890) Image processing : Three-dimensional image processing
(110.6880) Imaging systems : Three-dimensional image acquisition

ToC Category:
Image Processing

History
Original Manuscript: August 16, 2010
Revised Manuscript: November 5, 2010
Manuscript Accepted: November 17, 2010
Published: December 2, 2010

Citation
Mehdi DaneshPanah, Bahram Javidi, and Edward A. Watson, "Three dimensional object recognition with photon counting imagery in the presence of noise," Opt. Express 18, 26450-26460 (2010)
http://www.opticsinfobase.org/oe/abstract.cfm?URI=oe-18-25-26450


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References

  1. J. W. Goodman, Statistical Optics (Wiley-Interscience, 1985), Wiley classics ed.
  2. J. R. Janesick, Scientific Charge-Coupled Devices (SPIE Press Monograph Vol. PM83) (SPIE Publications, 2001), 1st ed. [CrossRef]
  3. F. Dubois, "Automatic spatial frequency selection algorithm for pattern recognition by correlation," Appl. Opt. 32, 4365-4371 (1993). [CrossRef] [PubMed]
  4. F. Sadjadi, ed., Selected Papers on Automatic Target Recognition (SPIE-CDROM, 1999).
  5. V. Page, F. Goudail, and P. Refregier, "Improved robustness of target location in nonhomogeneous backgrounds by use of the maximum-likelihood ratio test location algorithm," Opt. Lett. 24, 1383-1385 (1999). [CrossRef]
  6. A. Mahalanobis, R. R. Muise, and S. R. Stanfill, "Quadratic correlation filter design methodology for target detection and surveillance applications," Appl. Opt. 43, 5198-5205 (2004). [CrossRef] [PubMed]
  7. H. Kwon, and N. M. Nasrabadi, "Kernel matched subspace detectors for hyperspectral target detection," IEEE Trans. Pattern Anal. Mach. Intell. 28, 178-194 (2006). [CrossRef] [PubMed]
  8. B. Javidi, R. Ponce-Díaz, and S.-H. Hong, "Three-dimensional recognition of occluded objects by using computational integral imaging," Opt. Lett. 31, 1106-1108 (2006). [CrossRef] [PubMed]
  9. O. Matoba, E. Tajahuerce, and B. Javidi, "Real-time three-dimensional object recognition with multiple perspectives imaging," Appl. Opt. 40, 3318-3325 (2001). [CrossRef]
  10. G. M. Morris, "Scene matching using photon-limited images," J. Opt. Soc. Am. A 1, 482-488 (1984). [CrossRef]
  11. E. A. Watson, and G. M. Morris, "Imaging thermal objects with photon-counting detectors," Appl. Opt. 31, 4751-4757 (1992). [CrossRef] [PubMed]
  12. S. Yeom, B. Javidi, and E. Watson, "Three-dimensional distortion-tolerant object recognition using photon counting integral imaging," Opt. Express 15, 1513-1533 (2007). [CrossRef] [PubMed]
  13. S. Yeom, B. Javidi, and E. Watson, "Photon counting passive 3d image sensing for automatic target recognition," Opt. Express 13, 9310-9330 (2005). [CrossRef] [PubMed]
  14. I. Moon, and B. Javidi, "Three dimensional imaging and recognition using truncated photon counting model and parametric maximum likelihood estimator," Opt. Express 17, 15709-15715 (2009). [CrossRef] [PubMed]
  15. S. R. Narravula, M. M. Hayat, and B. Javidi, "Information theoretic approach for assessing image fidelity in photon-counting arrays," Opt. Express 18, 2449-2466 (2010). [CrossRef] [PubMed]
  16. S. Yeom, B. Javidi, C. W. Lee, and E. Watson, "Photon-counting passive 3d image sensing for reconstruction and recognition of partially occluded objects," Opt. Express 15, 16189-16195 (2007). [CrossRef] [PubMed]
  17. M. G. Lippmann, "La photographie intégrale," Comptes-rendus de l’Académie des Sciences 146, 446-451 (1908).
  18. C. B. Burckhardt, "Optimum parameters and resolution limitation of integral photography," J. Opt. Soc. Am. 58, 71-76 (1968). [CrossRef]
  19. T. Okoshi, "Three-dimensional displays," Proc. IEEE 68, 548-564 (1980). [CrossRef]
  20. M. C. Forman, N. Davies, and M. McCormick, "Continuous parallax in discrete pixilated integral three-dimensional displays," J. Opt. Soc. Am. A 20, 411-420 (2003). [CrossRef] [PubMed]
  21. A. Stern, and B. Javidi, "Three-dimensional image sensing, visualization, and processing using integral imaging," Proc. IEEE 94, 591-607 (2006). [CrossRef]
  22. F. Okano, J. Arai, K. Mitani, and M. Okui, "Real-time integral imaging based on extremely high resolution video system," Proc. IEEE 94, 490-501 (2006). [CrossRef]
  23. B. Javidi, F. Okano, and J.-Y. Son, eds., Three-Dimensional Imaging, Visualization, and Display (Signals and Communication Technology) (Springer, 2008), 1st ed.
  24. R. Martinez-Cuenca, G. Saavedra, M. Martinez-Corral, and B. Javidi, "Progress in 3-d multiperspective display by integral imaging," Proc. IEEE 97, 1067-1077 (2009). [CrossRef]
  25. J.-S. Jang, and B. Javidi, "Three-dimensional synthetic aperture integral imaging," Opt. Lett. 27, 1144-1146 (2002). [CrossRef]
  26. S.-H. Hong, J.-S. Jang, and B. Javidi, "Three-dimensional volumetric object reconstruction using computational integral imaging," Opt. Express 12, 483-491 (2004). [CrossRef] [PubMed]
  27. B. Javidi, P. Refregier, and P. Willett, "Optimum receiver design for pattern recognition with nonoverlapping target and scene noise," Opt. Lett. 18, 1660 (1993). [CrossRef] [PubMed]
  28. E. A. Richards, "Limitations in optical imaging devices at low light levels," Appl. Opt. 8, 1999-2005 (1969). [CrossRef] [PubMed]
  29. P. Refregier, Noise Theory and Application to Physics (Springer, 2004), 1st ed.
  30. A. Papoulis, and S. Pillai, Probability, Random Variables and Stochastic Processes (McGraw Hill Higher Education, 2002), 4th ed.
  31. R. J. Schalkoff, Pattern Recognition: Statistical, Structural and Neural Approaches (Wiley, 1991), 1st ed.

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