search-head

Sie sind hier: Homepage >  Suche

    Hyperspectral texture classification using generalized Markov fields

    Hyperspectral texture classification using generalized Markov fields


    We present a generalized random field model in a random environment to classify hyperspectral textures. The model generalizes traditional random field models by allowing the spatial interaction parameters of the field to be random variables. Principal component analysis is used to reduce the dimensionality of the data set to a small number of spectral bands that capture almost all of the energy in the original hyperspectral textures. Using the model we obtain a compact feature vector that efficiently computes within and between band information. Using a set of hyperspectral samples, we evaluate the performance of this model for classifying textures and compare the results with other approaches.

    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €

    Exportieren, teilen und zitieren

    Dokumentinformationen

    Titel :

    Hyperspectral texture classification using generalized Markov fields

    Beteiligte:
    Sarkar, S. (Autor:in) / Healey, G. (Autor:in)
    Erschienen in:

    Proceedings of the 2004 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2004. CVPR 2004. ; 1 ; I

    Erscheinungsdatum :

    2004-01-01

    Format / Umfang :

    556523 byte

    ISBN :

    0-7695-2158-4

    ISSN :

    1063-6919

    DOI :

    https://doi.org/10.1109/CVPR.2004.1315064

    Medientyp :

    Aufsatz (Konferenz)

    Format :

    Elektronische Ressource

    Sprache :

    Englisch

    Ähnliche Titel

    Hyperspectral Texture Classification Using Generalized Markov Fields

    Sarkar, S. / Healey, G. / IEEE Computer Society | British Library Conference Proceedings | 2004

    Infrared Texture Simulation Using Gaussian-Markov Random Fields

    Shao, X. p. / Zhao, X. m. / Xu, J. et al. | British Library Online Contents | 2004

    Contextual Classification of Hyperspectral Images by Support Vector Machines and Markov Random Fields

    Moser, G. / Serpico, S.B. / De Martino, M. et al. | British Library Conference Proceedings | 2010

    Bayesian image classification using Markov random fields

    Berthod, M. / Kato, Z. / Yu, S. et al. | British Library Online Contents | 1996

    Supervised Texture Classification Using Characteristic Generalized Gaussian Density

    Choy, S. K. | British Library Online Contents | 2007

    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €

    Seitennavigation

    Dokumentinformationen

    Ähnliche Titel

    Exportieren, teilen und zitieren