This paper presents a system for monocular obstacle and lane boundary detection running in real-time. A Kalman filter based depth from motion algorithm is used for the reconstruction of the three-dimensional scene. The proper combination of multiple filters initialized with different states as well as the proposed initialization based on the neighbourhood speed up the rate of convergence. The presented pitch collection stabilises the 3D-reconstruction on typical road scenes significantly. In the authors' current implementation, the 3D-positions of 1100 points are calculated on a 3 GHz Pentium 4 at 15 Hz. This includes the image icquiring process, the tracking of the features on images with QVGA resolution, the Kalman filter estimation using three filters per feature and the obstacle and lane boundary detection. Real world examples illustrate the results of the proposed system.


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    Titel :

    Kalman filter based detection of obstacles and lane boundary in monocular image sequences


    Weitere Titelangaben:

    Erkennung von Hindernissen und Fahrbahnberandung in monokularen Bildfolgen auf Kalman-Filter-Basis


    Beteiligte:
    Rabe, Clemens (Autor:in) / Volmer, Christoph (Autor:in) / Franke, Uwe (Autor:in)


    Erscheinungsdatum :

    2006


    Format / Umfang :

    7 Seiten, 4 Bilder, 6 Quellen




    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Print


    Sprache :

    Englisch




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