Optimal Recovery of Depth from Defocused Images Using an MRF Model

  • Authors:
  • A. N. Rajagopalan;S. Chaudhuri

  • Affiliations:
  • -;-

  • Venue:
  • ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
  • Year:
  • 1998

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Abstract

A MAP-MRF based scheme is proposed for recovering the depth and the focused image of a scene from two defocused images. The space-variant blur parameter and the focused image of the scene are both modeled as MRFs and their MAP estimates are obtained using simulated annealing. The performance of the proposed scheme is tested on both synthetic as well as real data and the estimates of the depth are found to be better than that of the existing window-based technique.