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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. 16, Iss. 9 — Sep. 1, 1999
  • pp: 2124–2135

Scene reconstruction from partially overlapping images with use of composite filters

William J. Chimitt, Jr. and Laurence G. Hassebrook  »View Author Affiliations


JOSA A, Vol. 16, Issue 9, pp. 2124-2135 (1999)
http://dx.doi.org/10.1364/JOSAA.16.002124


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Abstract

In many image processing applications, it is desirable to combine partially overlapping images into one larger scene. We introduce a supervised correlation filter method that automatically detects overlapping image pairs and estimates proper alignment. We use on-line composite filter design to achieve rotation- and overlap-invariant image pairing. We present stochastic system analysis that provides closed-form expressions that predict correlation plane response distribution, defines an overlap-invariant filter bank architecture, and obtains the optimum training set size. The resulting high-level image processing method is numerically efficient, suited for optoelectronic implementation, and competitive with manual reconstruction in speed and accuracy.

© 1999 Optical Society of America

OCIS Codes
(070.5010) Fourier optics and signal processing : Pattern recognition
(070.6110) Fourier optics and signal processing : Spatial filtering
(100.5760) Image processing : Rotation-invariant pattern recognition
(100.6640) Image processing : Superresolution
(110.2990) Imaging systems : Image formation theory
(200.4740) Optics in computing : Optical processing

History
Original Manuscript: December 9, 1998
Revised Manuscript: April 26, 1999
Manuscript Accepted: April 26, 1999
Published: September 1, 1999

Citation
William J. Chimitt and Laurence G. Hassebrook, "Scene reconstruction from partially overlapping images with use of composite filters," J. Opt. Soc. Am. A 16, 2124-2135 (1999)
http://www.opticsinfobase.org/josaa/abstract.cfm?URI=josaa-16-9-2124


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