Variational Stereovision and 3D Scene Flow Estimation with Statistical Similarity Measures

  • Authors:
  • J.-P. Pons;R. Keriven;O. Faugeras;G. Hermosillo

  • Affiliations:
  • -;-;-;-

  • Venue:
  • ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
  • Year:
  • 2003

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Abstract

We present a common variational framework for dense depth recoveryand dense three-dimensional motion field estimation from multiplevideo sequences, which is robustto camera spectral sensitivitydifferences and illumination changes. For this purpose, we firstshow that both problems reduce to a generic image matching problemafter backprojecting the input images onto suitable surfaces. Wethen solve this matching problem in the case of statisticalsimilarity criteria that can handle frequently occurring non-affineimage intensities dependencies. Our method leads to an efficientand elegant implementation based on fast recursive filters. Weobtain good results on real images.