DocumentCode
775551
Title
Efficient moving object segmentation algorithm using background registration technique
Author
Chien, Shao-Yi ; Ma, Shyh-Yih ; Chen, Liang-Gee
Author_Institution
Dept. of Electr. Eng., Nat. Taiwan Univ., Taipei, Taiwan
Volume
12
Issue
7
fYear
2002
fDate
7/1/2002 12:00:00 AM
Firstpage
577
Lastpage
586
Abstract
An efficient moving object segmentation algorithm suitable for real-time content-based multimedia communication systems is proposed in this paper. First, a background registration technique is used to construct a reliable background image from the accumulated frame difference information. The moving object region is then separated from the background region by comparing the current frame with the constructed background image. Finally, a post-processing step is applied on the obtained object mask to remove noise regions and to smooth the object boundary. In situations where object shadows appear in the background region, a pre-processing gradient filter is applied on the input image to reduce the shadow effect. In order to meet the real-time requirement, no computationally intensive operation is included in this method. Moreover, the implementation is optimized using parallel processing and a processing speed of 25 QCIF fps can be achieved on a personal computer with a 450-MHz Pentium III processor. Good segmentation performance is demonstrated by the simulation results
Keywords
code standards; gradient methods; image registration; image segmentation; image sequences; motion estimation; multimedia communication; optimisation; parallel processing; performance evaluation; real-time systems; smoothing methods; video coding; MPEG-4; background image; background registration; content-based multimedia communication; frame difference information; moving object segmentation; noise region removal; object boundary smoothing; object mask; optimization; parallel processing; performance; post-processing step; pre-processing gradient filter; real-time multimedia communication; shadow effect; video segmentation; Change detection algorithms; Filters; Image segmentation; Layout; MPEG 4 Standard; Multimedia communication; Object segmentation; Shape; Signal processing algorithms; Video sequences;
fLanguage
English
Journal_Title
Circuits and Systems for Video Technology, IEEE Transactions on
Publisher
ieee
ISSN
1051-8215
Type
jour
DOI
10.1109/TCSVT.2002.800516
Filename
1015669
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