DocumentCode :
3546575
Title :
A fast global motion estimation for moving objects segmentation using moment-preserving technique
Author :
Cheng, Shyi-Chyi ; Huang, Wei-Kan ; Wu, Tian-Luu
Author_Institution :
Dept. of Comput. & Commun. Eng., Nat. Kaohsiung First Univ. of Sci. & Technol., Taiwan
fYear :
2005
fDate :
23-26 May 2005
Firstpage :
3455
Abstract :
This paper presents a fast segmentation of moving objects in video sequences using the moment-preserving technique. The emerging video coding standard MPEG-4 enables various content-based functionalities for multimedia applications. To decompose each frame of a video sequence into video object planes (VOP) is the first step for MPEG-4 toward supporting such functionalities, as well as improving coding efficiency. Each VOP corresponds to a single moving object in the scene. For this purpose, we propose a novel region-based segmentation method as a general VOP segmentation algorithm by estimating the motion vector of each region in a VOP using the proposed moment-preserving technique. An initial spatial partition of each frame is obtained by a fast, region-growing image segmentation algorithm. The solution to the motion vector of each region in a VOP is analytic. This algorithm can be performed very fast for content-based multimedia applications with no need for special hardware. Experimental results for several video sequences demonstrate the effectiveness of the proposed approach.
Keywords :
code standards; image segmentation; image sequences; motion estimation; multimedia communication; video coding; MPEG-4; VOP; coding efficiency; content-based functionalities; global motion estimation; moment-preserving technique; motion vector estimation; moving object segmentation; multimedia applications; region-growing image segmentation; video coding standard; video object planes; video sequences; Image motion analysis; Image segmentation; Layout; MPEG 4 Standard; Motion analysis; Motion estimation; Object segmentation; Partitioning algorithms; Video coding; Video sequences;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Circuits and Systems, 2005. ISCAS 2005. IEEE International Symposium on
Print_ISBN :
0-7803-8834-8
Type :
conf
DOI :
10.1109/ISCAS.2005.1465372
Filename :
1465372
Link To Document :
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