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
Link To Document :
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