Optical Flow Based Moving Object Detection and Tracking System

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Details

Moving object detection in digital image sequence involves identification of the presence of an object in consecutive frames where as object tracking is used to monitor the movements with respect to the region of interest. In this project, the motion estimation is obtained using Optical Flow. Optical Flow is the distribution of apparent velocities of movement of brightness patterns in an image. Lucas-Kanade algorithm with Sobel, Horn and Guassian smoothing techniques is used in this work for computation of Optical Flow vectors. Single and multiple object movements with respect to the computed vectors are segmented using thresholding. The extracted movements are tracked using edge and centroid information. Suitable image enhancement techniques are applied to the segmented results to avoid the unwanted information present in the image. Real and virtual image data with static and dynamic environment are used as test sequences to validate the developed algorithms. The tracking performance, in terms of their accuracy and computation time, of the different algorithms with and without image pyramid is analysed and compared in MATLAB & C on Intel Core2 Duo processor on Linux environment.

Autorentext

Manjunath.B received his U.G.degree B.E. in E&C from GAT,Bangalore & P.G. degree M.Sc[Engg] in Real Time Embedded Systems from MSRSAS,Coventry University(U.K),Bangalore in 2011. Currently he is working in System Controls,Bangalore under Dept.of R&D since 2011 as a Design Engineer. His research areas includes Embedded System Design, image processing

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Weitere Informationen

  • Allgemeine Informationen
    • GTIN 09783848437429
    • Anzahl Seiten 112
    • Genre Wärme- und Energietechnik
    • Auflage Aufl.
    • Herausgeber LAP Lambert Academic Publishing
    • Größe H220mm x B220mm
    • Jahr 2012
    • EAN 9783848437429
    • Format Kartonierter Einband (Kt)
    • ISBN 978-3-8484-3742-9
    • Titel Optical Flow Based Moving Object Detection and Tracking System
    • Autor Manjunath Basavaiah
    • Untertitel Development of Optical Flow Based Moving Object Detection and Tracking System on an Embedded DSP Processor
    • Sprache Englisch

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