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Mean shift with flatness constraints

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F13%3A86088922" target="_blank" >RIV/61989100:27240/13:86088922 - isvavai.cz</a>

  • Result on the web

    <a href="http://link.springer.com/chapter/10.1007%2F978-3-642-38886-6_11#page-1" target="_blank" >http://link.springer.com/chapter/10.1007%2F978-3-642-38886-6_11#page-1</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1007/978-3-642-38886-6_11" target="_blank" >10.1007/978-3-642-38886-6_11</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Mean shift with flatness constraints

  • Original language description

    Mean shift still belongs to the intensively developed image-segmentation methods. Appropriately setting so called bandwidth, which is richly discussed in literature, seems to be one of its problems. If the bandwidth is too small, the results suffer fromover-segmentation. If it is too big, the edges need not be preserved sufficiently and the details can be lost. In this paper, we address the problem of over-segmentation and preserving the edges in mean shift too. However, we do not aim at proposing a further method for determining the bandwidth. Instead, we modify the mean-shift method itself. We show that the problems with over-segmentation are inherent for mean shift and follow from its theoretical essence. We also show that the mean-shift process can be seen as a process of solving a certain Euler-Lagrange equation and as a process of maximising a certain functional. In contrast with other known functional approaches, however, only the fidelity term is present in it. Other usual ter

  • 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

    2013

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    Lecture Notes in Computer Science. Volume 7944

  • ISBN

    978-3-642-38885-9

  • ISSN

    1868-4238

  • e-ISSN

  • Number of pages

    12

  • Pages from-to

    107-118

  • Publisher name

    Springer

  • Place of publication

    Heidelberg

  • Event location

    Espoo

  • Event date

    Jun 17, 2013

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article