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Cache-efficient graph cuts on structured grids

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F12%3A00194222" target="_blank" >RIV/68407700:21230/12:00194222 - isvavai.cz</a>

  • Result on the web

    <a href="http://dcgi.felk.cvut.cz/home/sykorad/Jamriska12-CVPR.pdf" target="_blank" >http://dcgi.felk.cvut.cz/home/sykorad/Jamriska12-CVPR.pdf</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1109/CVPR.2012.6248113" target="_blank" >10.1109/CVPR.2012.6248113</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Cache-efficient graph cuts on structured grids

  • Original language description

    Finding minimal cuts on graphs with a grid-like structure has become a core task for solving many computer vision and graphics related problems. However, computation speed and memory consumption oftentimes limit the effective use in applications requiring high resolution grids or interactive response. In particular, memory bandwidth represents one of the major bottlenecks even in today's most efficient implementations. We propose a compact data structure with cache-efficient memory layout for the representation of graph instances that are based on regular N-D grids with topologically identical neighborhood systems. For this common class of graphs our data structure allows for 3 to 12 times higher grid resolutions and a 3- to 9-fold speedup compared toexisting approaches. Our design is agnostic to the underlying algorithm, and hence orthogonal to other optimizations such as parallel and hierarchical processing. We evaluate the performance gain on a variety of typical problems including

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    IN - Informatics

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2012

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Computer Vision and Pattern Recognition (CVPR), 2012 IEEE Conference on

  • ISBN

    978-1-4673-1228-8

  • ISSN

    1063-6919

  • e-ISSN

  • Number of pages

    8

  • Pages from-to

    3673-3680

  • Publisher name

    IEEE Press

  • Place of publication

    New York

  • Event location

    Providence, Rhode Island

  • Event date

    Jun 16, 2012

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article

    000309166203106