Stereo disparity calculation in real-world scenes with informative image partitioning

RIS ID

54309

Publication Details

Brewer, N., Liu, N. & Wang, L. (2010). Stereo disparity calculation in real-world scenes with informative image partitioning. Proceedings of the 25th International Conference on Image and Vision Computing New Zealand (IVCNZ) (pp. 1-8). Australia: IEEE.

Abstract

Despite their presence in almost all real-world navigational environments, finding stereo disparity in large, weakly textured regions is a difficult task. In this paper, we present a method which constructs a novel segmentation of an image into separate planar regions prior to disparity calculation. This segmentation allows us to fit planar models to disparity estimates calculated using a graph cut approach within each segment, producing smooth, accurate disparity maps in ordinarily difficult areas. Our method achieves good results using intensity features in a variety of indoor and outdoor navigational scenes. A comparison of our results with other benchmark approaches is presented, in which the advantages of our technique can be clearly seen.

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Link to publisher version (DOI)

http://dx.doi.org/10.1109/IVCNZ.2010.6148862