A method for segmentation and motion estimation of multiple independently moving objects

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademic

    Abstract

    The aim of this work is to design a robust method for online estimation of object motion and structure in a dynamic scene. A method for segmentation and estimation of object motion and structure from 3-d points in a dynamic scene, observed by a sequence of stereo images, is proposed. The proposed method is a recursive one where the estimation problem is solved by state estimation of a dynamic system. The method is inspired by a method proposed in [1]. State estimation will be handled by a Rao-Blackwellized particle filter, where the object motion part of the state is represented by a set of weighted samples. Conditioned on the motion, the object structure is represented by Kalman filters. The segmentation problem, defined as the task of segmenting the scene into independently moving objects, is solved by keeping track of which motion samples are compatible with which part of the object structure. By clustering motion samples according to similar object structure compatibility, a segmentation will result where the set of motion samples is divided into subsets, each representing a distinct object motion. The feasibility and performance of the proposed method are investigated by running the method on synthetic and real scenes. Results from these experiments indicate that the method works well for the considered scenes.
    Original languageUndefined
    Title of host publicationProceedings of SPS-DARTS 2006 the second annual IEEE Benelux/DSP Valley Signal Processing Symposium
    Place of PublicationAntwerp
    PublisherIEEE EMBS Benelux Chapter
    Pages99-103
    Number of pages5
    ISBN (Print)978-90-73461-44-4
    Publication statusPublished - 28 Mar 2006
    Event2nd Annual IEEE BENELUX/DSP Valley Signal Processing Symposium, SPS-DARTS 2006 - Antwerp, Belgium
    Duration: 28 Mar 200629 Mar 2006
    Conference number: 2

    Publication series

    Name
    PublisherIEEE Benelux EMBS
    Number10

    Conference

    Conference2nd Annual IEEE BENELUX/DSP Valley Signal Processing Symposium, SPS-DARTS 2006
    Abbreviated titleSPS-DARTS
    CountryBelgium
    CityAntwerp
    Period28/03/0629/03/06

    Keywords

    • EWI-11344
    • METIS-248232
    • IR-62003

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