DocumentCode
3514800
Title
Background recovery from video sequences using motion parameters
Author
Varadarajan, Srenivas ; Karam, Lina J. ; Florencio, Dinei
Author_Institution
Dept. of Electr. Eng., Arizona State Univ., Tempe, AZ
fYear
2009
fDate
19-24 April 2009
Firstpage
989
Lastpage
992
Abstract
This paper presents a novel scheme for extracting a still background occluded by a number of foreground objects, moving in different directions and velocities in a video sequence, such that every background pixel is exposed in at least one of the frames. Each identified foreground object is decomposed into blocks. The proposed scheme is able to efficiently estimate, for each foreground block, a source frame from which the occluded background pixels can be extracted. The pixels of the identified source frames are used to populate the co-located occluded pixels in the initial frame. The efficacy and the simplicity of the algorithm lie in its capacity to recover the background directly from the estimated source frames instead of performing a foreground-background classification for every frame. The proposed algorithm is robust to variations in lighting and is effective in removing both rigid and deformable foreground objects. Simulation results are presented to illustrate the performance of the proposed scheme.
Keywords
image classification; image motion analysis; image resolution; image sequences; background pixel; foreground objects; foreground-background classification; motion parameters; occlusion removal; video sequences; Clustering algorithms; Content based retrieval; Data mining; Heart; Pixel; Robustness; Surveillance; Tracking; Video coding; Video sequences; Background Extraction; Motion; Object Removal; Occlusion Removal; Video;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing, 2009. ICASSP 2009. IEEE International Conference on
Conference_Location
Taipei
ISSN
1520-6149
Print_ISBN
978-1-4244-2353-8
Electronic_ISBN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2009.4959752
Filename
4959752
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