DocumentCode :
60000
Title :
Precise Foreground Detection Algorithm Using Motion Estimation, Minima and Maxima Inside the Foreground Object
Author :
Nawaz, Muhammad ; Cosmas, J. ; Lazaridis, Pavlos I. ; Zaharis, Zaharias D. ; Yue Zhang ; Mohib, H.
Author_Institution :
Sch. of Eng. & Design, Brunel Univ., Uxbridge, UK
Volume :
59
Issue :
4
fYear :
2013
fDate :
Dec. 2013
Firstpage :
725
Lastpage :
731
Abstract :
In this paper the precise foreground mask is obtained in a complex environment by applying simple and effective methods on a video sequence consisting of multi-colour and multiple foreground object environment. To detect moving objects we use a simple algorithm based on block-based motion estimation, which requires less computational time. To obtain a full and improved mask of the moving object, we use an opening-and-closing-by-reconstruction mechanism to identify the minima and maxima inside the foreground object by applying a set of morphological operations. This further enhances the outlines of foreground objects at various stages of image processing. Therefore, the algorithm does not require the knowledge of the background image. That is why it can be used in real world video sequences to detect the foreground in cases where we do not have a background model in advance. The comparative performance results demonstrate the effectiveness of the proposed algorithm.
Keywords :
image sequences; motion estimation; object detection; video signal processing; block based motion estimation; complex environment; foreground object; image processing; morphological operations; motion estimation; object detection; precise foreground detection algorithm; video sequence; Algorithm design and analysis; Cameras; Detection algorithms; Image color analysis; Image reconstruction; Motion estimation; Video sequences; Block-based motion estimation; foreground detection; morphological operations; opening-and-closing-by-reconstruction;
fLanguage :
English
Journal_Title :
Broadcasting, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9316
Type :
jour
DOI :
10.1109/TBC.2013.2282733
Filename :
6642053
Link To Document :
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