DocumentCode
329996
Title
Motion estimation using adaptive correlation and local directional smoothing
Author
Calway, Andrew ; Krüger, Stefan ; Tweed, David
Author_Institution
Dept. of Comput. Sci., Bristol Univ., UK
fYear
1998
fDate
4-7 Oct 1998
Firstpage
614
Abstract
We present two forms of correlation for addressing the problems presented by non-translational and multiple motions in region based motion estimation. The first-registered correlation-enables affine motion parameters to be estimated; whilst the second-iterated partial correlation-enables the identification and estimation of two motion components within a region. Incorporation of both techniques in a multiresolution framework provides for more flexibility in region selection in terms of size versus robustness. We also present a local directional smoothing algorithm based on certainty measures obtained from the correlations which further improves the motion estimation. Results of experiments involving both types of region motions illustrate the effectiveness of the three schemes
Keywords
adaptive signal processing; correlation methods; image resolution; image segmentation; iterative methods; motion estimation; parameter estimation; smoothing methods; adaptive correlation; affine motion parameter estimation; certainty measures; experiments; identification; image segmentation; image sequences; iterated partial correlation; local directional smoothing algorithm; motion components; multiple motions; multiresolution framework; nontranslational motion; region based motion estimation; region selection; registered correlation; robustness; size; Apertures; Computer science; Image motion analysis; Image sequences; Motion estimation; Motion measurement; Noise robustness; Optical noise; Parameter estimation; Robustness; Smoothing methods;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 1998. ICIP 98. Proceedings. 1998 International Conference on
Conference_Location
Chicago, IL
Print_ISBN
0-8186-8821-1
Type
conf
DOI
10.1109/ICIP.1998.727338
Filename
727338
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