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Continuous Plane Detection in Point-cloud Data Based on 3D Hough Transform

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26230%2F13%3APU106282" target="_blank" >RIV/00216305:26230/13:PU106282 - isvavai.cz</a>

  • Result on the web

    <a href="http://www.sciencedirect.com/science/article/pii/S104732031300062X" target="_blank" >http://www.sciencedirect.com/science/article/pii/S104732031300062X</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1016/j.jvcir.2013.04.001" target="_blank" >10.1016/j.jvcir.2013.04.001</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Continuous Plane Detection in Point-cloud Data Based on 3D Hough Transform

  • Original language description

    In modern robotics vision systems, a shape extraction from point clouds (or depth images) is an important and still discussed  topic. We present significant optimizations of 3D Hough Transform for a plane extraction from point cloud data. The method aims to overcome noise present in these point clouds, high memory requirements for the parameter space and computational complexity of point accumulations. All these problems are further discussed and solutions are proposed to design a robust plane detector. The detector benefits from the key principle of the Hough transform, the accumulation of values in the parameter space, and processes continuous point cloud stream from the depth sensor for iterative refining of results. The proposed technique is compared against the optimized implementation of RANSAC-based plane detector in the well-known PCL library.

  • Czech name

  • Czech description

Classification

  • Type

    J<sub>ost</sub> - Miscellaneous article in a specialist periodical

  • CEP classification

  • OECD FORD branch

    10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Result continuities

  • Project

    Result was created during the realization of more than one project. More information in the Projects tab.

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Others

  • Publication year

    2013

  • Confidentiality

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

Data specific for result type

  • Name of the periodical

    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION

  • ISSN

    1047-3203

  • e-ISSN

    1095-9076

  • Volume of the periodical

    25

  • Issue of the periodical within the volume

    1

  • Country of publishing house

    US - UNITED STATES

  • Number of pages

    12

  • Pages from-to

    86-97

  • UT code for WoS article

  • EID of the result in the Scopus database