Title
Detection of Moving Objects by SpatioTemporal Motion Analysis: Realtime Motion Estimation for Driver Assistance Systems,Used
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Driver assistance systems of the future require a thorough understanding of the car's environment. In this thesis, a novel principle (6DVision) is presented and investigated in detail, which allows the reconstruction of the 3D motion field from the image sequence obtained by a stereo camera system. Given correspondences of stereo measurements over time, this principle estimates the 3D position and the 3D motion vector of selected points using Kalman Filters, resulting in a realtime estimation of the observed motion field. To estimate the absolute motion ?eld, the egomotion of the moving observer must be known precisely. Thus, a novel algorithm to estimate the egomotion from the image sequence is presented. As the 6DVision principle is not restricted to particular image processing algorithms, various optical ?ow and stereo algorithms are evaluated. In addition, two novel scene ?ow algorithms are introduced, measuring the optical ?ow and stereo information in a combined approach. This yields more precise and robust results. The application to realworld data, including a demonstrator vehicle for autonomous collision avoidance, is illustrated throughout the thesis.
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