DocumentCode
377367
Title
Efficiency and accuracy tradeoffs in using projections for motion estimation
Author
Robinson, Dirk ; Milanfar, Peyman
Author_Institution
Dept. of Electr. Eng., California Univ., Santa Cruz, CA, USA
Volume
1
fYear
2001
fDate
4-7 Nov. 2001
Firstpage
545
Abstract
This paper presents an investigation of the use of the Radon (projection) transform in speeding up existing image registration techniques. The ultimate goal is to make these algorithms more computationally simple, while simultaneously realizing acceptably accurate performance. The use of the projections in estimating translational motion decomposes a 2D problem into a pair of 1D problems, leading to significant computational savings. Here we present the tradeoffs of computational efficiency and accuracy for two current methods. Our experiments show that for most applications, the modifications we suggest in using the projections instead of the image directly cost little in performance, yet realize dramatic improvements in computational efficiency.
Keywords
Radon transforms; image registration; motion estimation; Radon transform; accuracy; computational efficiency; image registration; motion estimation; performance; projection transform; speed up; translational motion; Application software; Computational complexity; Computational efficiency; Computer vision; Costs; Image coding; Image registration; Motion estimation; Video coding; Video compression;
fLanguage
English
Publisher
ieee
Conference_Titel
Signals, Systems and Computers, 2001. Conference Record of the Thirty-Fifth Asilomar Conference on
Conference_Location
Pacific Grove, CA, USA
ISSN
1058-6393
Print_ISBN
0-7803-7147-X
Type
conf
DOI
10.1109/ACSSC.2001.986983
Filename
986983
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