This paper proposes a segmentation algorithm using deformable template models to segment a vehicle of interest both from the stationary complex background and other moving vehicles in an image sequence. We define a polygonal template to characterize a general model of a vehicle and derive a prior probability density function to constrain the template to be deformed within a set of allowed shapes. We propose a likelihood probability density function which combines motion information and edge directionality to ensure that the deformable template is contained within the moving areas in the image and its boundary coincides with strong edges with the same orientation in the image. The segmentation problem is reduced to a minimization problem and solved by the Metropolis algorithm. The system was successfully tested on 405 image sequences containing multiple moving vehicles on a highway.


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    Titel :

    Vehicle segmentation and classification using deformable templates


    Weitere Titelangaben:

    Fahrzeugsegmentierung und Klassifikation mit Hilfe deformierbarer Schablonen


    Beteiligte:
    Dubuisson Jolly, M.P. (Autor:in) / Lakshmanan, S. (Autor:in) / Jain, A.K. (Autor:in)


    Erscheinungsdatum :

    1996


    Format / Umfang :

    16 Seiten, 33 Quellen




    Medientyp :

    Aufsatz (Zeitschrift)


    Format :

    Print


    Sprache :

    Englisch




    Vehicle segmentation using deformable templates

    Dubuisson, M.-P. / Lakshmanan, S. / Jain, A.K. | IEEE | 1995


    Vehicle Segmentation Using Deformable Templates

    Dubuisson, M.-P. / Lakshmanan, S. / Jain, A. K. et al. | British Library Conference Proceedings | 1995


    Robust and Accurate Image Segmentation Using Deformable Templates in Scale Space

    Qian, R. J. / Huang, T. S. / IEEE; Computer Society; Technical Committee for Pattern Analysis and Machine Intelligence | British Library Conference Proceedings | 1995


    Object tracking using deformable templates

    Zhong, Y. / Jain, A.K. / Dubuisson-Jolly, M.-P. | IEEE | 1998


    Object Tracking using Deformable Templates

    Yu, Z. / Jain, A. K. / Dubuisson-Jolly, M.-P. et al. | British Library Conference Proceedings | 1998