2002 · 229 citations · 27 references
ComputingComputer ScienceHigh-performance ComputingComputer GraphicsComputer VisionMachine Vision3D ReconstructionDepth EstimationDisparity ProcessingMulti-view GeometryScene ReconstructionStereo VisionCorrespondence MatchingDepth Map ReconstructionDisparity ComputationDisparity EstimationStereo CorrespondenceStereo Correspondence AlgorithmsStereo ImagingStereo Matching
An algorithm to detect depth discontinuities from a stereo pair of images is presented. The algorithm matches individual pixels in corresponding scanline pairs while allowing occluded pixels to remain unmatched, then propagates the information between scanlines by means of a fast postprocessor. The algorithm handles large untextured regions, uses a measure of pixel dissimilarity that is insensitive to image sampling, and prunes bad search nodes to increase the speed of dynamic programming. The computation is relatively fast, taking about 1.5 microseconds per pixel per disparity on a workstation. Approximate disparity maps and precise depth discontinuities (along both horizontal and vertical boundaries) are shown for five stereo images containing textured, untextured, fronto-parallel, and slanted objects.
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Some informational aspects of visual perception.
Fred Attneave · Psychological Review · 1954 · 2.9K citations
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David Marr, Tomaso Poggio · Science · 1976 · 1.4K citations
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J.Y.A. Wang, Edward H. Adelson · IEEE Transactions on Image Processing · 1994 · 1.1K citations