Real-Time Object Detection Algorithm Based on Back-Projection

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Object detection is the important foundation of visual tracking. In this paper, a real-time object detection algorithm based on back-projection was presented. Firstly, according to the principle of back-projection, the objects probability image is calculated by objects color histogram model, and then we determine the object on the basis of some contour strategy in that image. Experimental results show that the proposed algorithm accurately detected the position of object in real-time if the contour of object change within a certain range and the color of object is distinct.

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483-486

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August 2013

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© 2013 Trans Tech Publications Ltd. All Rights Reserved

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[1] B.K.P. Horn and B.G. Schunck, Determining optical flow, Artificial Intelligence, 17(1): 185-203, (1981).

DOI: 10.1016/0004-3702(81)90024-2

Google Scholar

[2] M. Swain and D. Ballard, Color indexing, International Journal of Computer Vision, 7(1): 11-32, (1991).

Google Scholar

[3] J. Lee, W. Lee, and D. Jeong, Object Tracking Method Using Back-Projection of Multiple Color Histogram Models, Proceedings of ISCAS' 03, 2(2): 668-671, (2003).

DOI: 10.1109/iscas.2003.1206062

Google Scholar

[4] G.R. Bradski and A. Kaehler, Learning OpenCV: Computer Vision with the OpenCV Library, O'Reilly Media, Incorporated, 115-118, (2008).

Google Scholar

[5] C. Kimme, D. Ballard, and J. Sklansky, Finding Circles by an Array of Accumulators, Communications of the ACM, 18(2): 120-122, (1975).

DOI: 10.1145/360666.360677

Google Scholar

[6] R. O. Duda and P. E. Hart, Pattern Recognition and Scene Analysis, New York: Wiley, (1973).

Google Scholar

[7] M. Sonka, V. Hlavac and R. Boyle, Image processing, Analysis, and Machine Vision (3rd Edition), Thomson-Engineering, 212-221, (2007).

Google Scholar