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Near Real-Time Stereo Matching Using Geodesic Diffusion

Published: 01 February 2012 Publication History

Abstract

Adaptive-weight algorithms currently represent the state of the art in local stereo matching. However, due to their computational requirements, these types of solutions are not suitable for real-time implementation. Here, we present a novel aggregation method inspired by the anisotropic diffusion technique used in image filtering. The proposed aggregation algorithm produces results similar to adaptive-weight solutions while reducing the computational requirements. Moreover, near real-time performance is demonstrated with a GPU implementation of the algorithm.

Cited By

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  • (2016)Yet Another Cost Aggregation Over ModelsIEEE Transactions on Image Processing10.1109/TIP.2016.259929525:11(5397-5410)Online publication date: 1-Nov-2016
  • (2015)A Fast Trilateral Filter-Based Adaptive Support Weight Method for Stereo MatchingIEEE Transactions on Circuits and Systems for Video Technology10.1109/TCSVT.2014.236142225:5(730-743)Online publication date: 1-May-2015
  • (2015)Depth-Reliability-Based Stereo-Matching Algorithm and Its VLSI Architecture DesignIEEE Transactions on Circuits and Systems for Video Technology10.1109/TCSVT.2014.236141925:6(1038-1050)Online publication date: 2-Jun-2015
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Information & Contributors

Information

Published In

cover image IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence  Volume 34, Issue 2
February 2012
208 pages

Publisher

IEEE Computer Society

United States

Publication History

Published: 01 February 2012

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  1. 3D/stereo scene analysis.
  2. Stereo

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Cited By

View all
  • (2016)Yet Another Cost Aggregation Over ModelsIEEE Transactions on Image Processing10.1109/TIP.2016.259929525:11(5397-5410)Online publication date: 1-Nov-2016
  • (2015)A Fast Trilateral Filter-Based Adaptive Support Weight Method for Stereo MatchingIEEE Transactions on Circuits and Systems for Video Technology10.1109/TCSVT.2014.236142225:5(730-743)Online publication date: 1-May-2015
  • (2015)Depth-Reliability-Based Stereo-Matching Algorithm and Its VLSI Architecture DesignIEEE Transactions on Circuits and Systems for Video Technology10.1109/TCSVT.2014.236141925:6(1038-1050)Online publication date: 2-Jun-2015
  • (2015)Robust non-local stereo matching for outdoor driving images using segment-simple-treeImage Communication10.1016/j.image.2015.09.01239:PA(173-184)Online publication date: 1-Nov-2015
  • (2014)Hardware Acceleration for an Accurate Stereo Vision System Using Mini-Census Adaptive Support RegionACM Transactions on Embedded Computing Systems10.1145/258465913:4s(1-24)Online publication date: 1-Apr-2014
  • (2014)Fast and Accurate Stereo Vision System on FPGAACM Transactions on Reconfigurable Technology and Systems10.1145/25676597:1(1-24)Online publication date: 1-Feb-2014
  • (2014)Stereo matching using cost volume watershed and region mergingImage Communication10.1016/j.image.2014.06.00229:10(1232-1244)Online publication date: 1-Nov-2014

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