DocumentCode :
1048885
Title :
Motion estimation using spatio-temporal contextual information
Author :
Namuduri, K.R.
Author_Institution :
Electr. & Comput. Eng. Dept., Wichita State Univ., KS, USA
Volume :
14
Issue :
8
fYear :
2004
Firstpage :
1111
Lastpage :
1115
Abstract :
Motion estimation is an important and computationally intensive task in video coding applications. Block-matching-based fast algorithms reduce the computational complexity of motion estimation at the expense of accuracy. An analysis of computation and performance trade-offs in motion estimation algorithms helps in choosing a suitable algorithm for video/visual communication applications. Fast motion estimation algorithms often assume a monotonic error surface in order to speed up the computations involved in motion estimation. The argument against this assumption is that the search might be trapped in local minima resulting in inaccurate motion estimates. The paper investigates state-of-the-art techniques for block-based motion estimation and presents an approach to improving the performance of block-based motion estimation algorithms. Specifically, the paper suggests a simple scheme that includes spatio-temporal neighborhood information for obtaining better estimates of the motion vectors. The paper also investigates the effects of the monotonic error surface assumption and suggests a remedy to reduce its impact on the motion field estimates. The presented experiments demonstrate the efficiency of the proposed approach.
Keywords :
computational complexity; data compression; motion estimation; video coding; visual communication; block-based motion estimation; block-matching; computational complexity; monotonic error surface; motion field estimation; motion vectors; spatio-temporal contextual information; video coding; video communication; visual communication; Algorithm design and analysis; Computational complexity; Image coding; MPEG 4 Standard; Motion estimation; Performance analysis; Spatiotemporal phenomena; Transform coding; Video coding; Visual communication; Block-based motion estimation; MPEG; image compression;
fLanguage :
English
Journal_Title :
Circuits and Systems for Video Technology, IEEE Transactions on
Publisher :
ieee
ISSN :
1051-8215
Type :
jour
DOI :
10.1109/TCSVT.2004.831975
Filename :
1318648
Link To Document :
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