Background modeling and subtraction by codebook construction

by: Kyungnam Kim, TH Chalidabhongse, D Harwood, L Davis

Image Processing, 2004. ICIP '04. 2004 International Conference on, Vol. 5 (2004), pp. 3061-3064 Vol. 5.

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Abstract

We present a new fast algorithm for background modeling and subtraction. Sample background values at each pixel are quantized into codebooks which represent a compressed form of background model for a long image sequence. This allows us to capture structural background variation due to periodic-like motion over a long period of time under limited memory. Our method can handle scenes containing moving backgrounds or illumination variations (shadows and highlights), and it achieves robust detection for compressed videos. We compared our method with other multimode modeling techniques.

@inproceedings{citeulike:1507435, abstract = {We present a new fast algorithm for background modeling and subtraction. Sample background values at each pixel are quantized into codebooks which represent a compressed form of background model for a long image sequence. This allows us to capture structural background variation due to periodic-like motion over a long period of time under limited memory. Our method can handle scenes containing moving backgrounds or illumination variations (shadows and highlights), and it achieves robust detection for compressed videos. We compared our method with other multimode modeling techniques.}, author = {Kim, Kyungnam and Chalidabhongse, T. H. and Harwood, D. and Davis, L. }, citeulike-article-id = {1507435}, journal = {Image Processing, 2004. ICIP '04. 2004 International Conference on}, keywords = {background\_subtraction}, pages = {3061--3064 Vol. 5}, posted-at = {2007-07-27 17:25:07}, priority = {0}, title = {Background modeling and subtraction by codebook construction}, url = {http://ieeexplore.ieee.org/xpls/abs\_all.jsp?arnumber=1421759}, volume = {5}, year = {2004} }

RIS record

TY - CONF ID - citeulike:1507435 L3 - citeulike-article-id:1507435 TI - Background modeling and subtraction by codebook construction JF - Image Processing, 2004. ICIP '04. 2004 International Conference on VL - 5 SP - 3061 EP - 3064 Vol. 5 N2 - We present a new fast algorithm for background modeling and subtraction. Sample background values at each pixel are quantized into codebooks which represent a compressed form of background model for a long image sequence. This allows us to capture structural background variation due to periodic-like motion over a long period of time under limited memory. Our method can handle scenes containing moving backgrounds or illumination variations (shadows and highlights), and it achieves robust detection for compressed videos. We compared our method with other multimode modeling techniques. KW - background_subtraction AU - Kim, Kyungnam AU - Chalidabhongse, TH AU - Harwood, D AU - Davis, L PY - 2004/// UR - http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=1421759 ER -

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