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Automatic 3D Segmentation of Human Brain Images Using Data-mining Techniques

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26220%2F12%3APU99325" target="_blank" >RIV/00216305:26220/12:PU99325 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Automatic 3D Segmentation of Human Brain Images Using Data-mining Techniques

  • Original language description

    This paper proposes a method for automatic 3D segmentation of human brain CT scans using data mining techniques. The brain scans are processed in 2D and 3D. The proposed method has several steps ? image pre-processing, segmentation, feature extraction from segments, data mining, and post-processing. The method introduced is implemented in 3D image processing extension for the RapidMiner platform, and both are provided as open source. With testing data the resultant performance selection of tissue slicesfrom the brain image was 98.08% when compared to human expert results.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    IN - Informatics

  • OECD FORD branch

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)<br>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

    Proceedings of the 35th International Conference on Telecommunications and Signal Processing - TSP'2012

  • ISBN

    978-1-4673-1118-2

  • ISSN

  • e-ISSN

  • Number of pages

    3

  • Pages from-to

    578-580

  • Publisher name

    Neuveden

  • Place of publication

    Neuveden

  • Event location

    Prague

  • Event date

    Jul 3, 2012

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article

    000308143100112