Preconditioned iterative methods for high-resolution image reconstruction with multisensors

Raymond Hon-fu CHAN*, Tony F. CHAN, Michael K. NG, Wun-Cheung TANG, Chiu-Kwong T. WONG

*Corresponding author for this work

Research output: Book Chapters | Papers in Conference ProceedingsConference paper (refereed)Researchpeer-review

22 Citations (Scopus)

Abstract

We study the problem of reconstructing a high-resolution image from multiple undersampled, shifted, degraded frames with subpixel displacement errors. The corresponding reconstruction operator H is a spatially variant operator. In this paper, instead of using the usual zero boundary condition (corresponding to a dark background outside the scene), the Neumann boundary condition (corresponding to a reflection of the original scene at the boundary) is imposed on the images. The resulting discretization matrix of H is a block-Toeplitz-Toeplitz-block-like matrix. We apply the preconditioned conjugate gradient (PCG) method with cosine transform preconditioners to solve the discrete problems. Preliminary results show that the image model under the Neumann boundary condition gives better reconstructed high-resolution images than that under the zero boundary condition, and the PCG method converges very fast.

Original languageEnglish
Title of host publicationProceedings volume 3461: SPIE's International Symposium on Optical Science, Engineering, and Instrumentation
EditorsFranklin T. LUK
PublisherSPIE
Pages348-357
Number of pages10
Volume3461
DOIs
Publication statusPublished - 2 Oct 1998
Externally publishedYes
Event1998 SPIE's International Symposium on Optical Science, Engineering, and Instrumentation - San diego, United States
Duration: 19 Jul 199824 Jul 1998

Publication series

NameProceedings of SPIE: The International Society for Optical Engineering
PublisherSPIE
ISSN (Print)0277-786X

Conference

Conference1998 SPIE's International Symposium on Optical Science, Engineering, and Instrumentation
Country/TerritoryUnited States
CitySan diego
Period19/07/9824/07/98

Keywords

  • Block-Toeplitz-Toeplitz-block-like matrix
  • Cosine transform preconditioner
  • High-resolution image reconstruction
  • Neumann boundary condition
  • Preconditioned conjugate gradient
  • Regularization

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