DocumentCode
3434625
Title
Fast and efficient block motion estimation in the wavelet space
Author
Li, Xin
Author_Institution
Digital Video Dept., Sharp Labs. of America, Camas, WA, USA
fYear
2003
fDate
28-30 April 2003
Firstpage
488
Lastpage
494
Abstract
Block matching algorithms (BMA) have been widely used as standard motion estimation (ME) techniques in video coding practice. In this paper, we present an iterative but analytical motion estimation algorithm with attractive computational efficiency. Our work can be viewed as generalization of the celebrated work of Lucas and Kanade (1981) on iterative image registration into the wavelet space. We demonstrate that block-based motion estimation can be performed efficiently in a coarse-to-fine fashion by propagating the estimate across the scale in the wavelet space. Our solution often takes a fraction of the computations required by the conventional BMA methods and reaches comparable MSE performance of prediction residues (fractional-pel motion accuracy is achieved due to the analytical nature of the proposed scheme). In spite of the iteration in the proposed scheme, it converges fast especially with a good initial estimate passed on from the low resolution. Our new ME scheme is particularly useful to the speed-up of implementing a new class of wavelet-based scalable video coders.
Keywords
convergence of numerical methods; image matching; image registration; image resolution; iterative methods; mean square error methods; motion estimation; transform coding; video coding; wavelet transforms; Lucas-Kanade algorithm; MSE performance; block matching algorithms; block motion estimation; computational efficiency; convergence; fractional-pel motion accuracy; image registration; image resolution; iterative algorithm; phase shifting; scalable video coders; speed-up; video coding; wavelet space; Information technology; Motion estimation; Space technology;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Technology: Coding and Computing [Computers and Communications], 2003. Proceedings. ITCC 2003. International Conference on
Print_ISBN
0-7695-1916-4
Type
conf
DOI
10.1109/ITCC.2003.1197578
Filename
1197578
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