DocumentCode
432974
Title
Nonlinear warping function recovery by scan-line search using dynamic programming
Author
Porikli, Fatih
Author_Institution
Mitsubishi Electr. Res. Lab., Cambridge, MA, USA
Volume
3
fYear
2004
fDate
24-27 Oct. 2004
Firstpage
1807
Abstract
We present a novel solution to the warping recovery problem. Our algorithm has several distinct advantages; it is scalable, it enables effective integration of boundary and continuity constraints, and most importantly it is computationally much less demanding than the previous approaches. In addition, our algorithm accurately detects non-linear warping functions without being restricted to the linearity assumptions and 2-D planar deformations unlike the existing methods. We achieve to formulate the image warping as an optimization process in 1-D scan-line search spaces. We construct the search spaces from block-matching based image distances, and then we traverse minimum cost paths into these search spaces using boundary conditions to determine the horizontal and vertical components of warping for each pixel. Our experiments prove the performance of the proposed algorithm.
Keywords
dynamic programming; image matching; integration; search problems; 1D scan-line search space; 2D planar deformation; block-matching based image distance; dynamic programming; image warping; nonlinear warping function recovery; optimization process; Boundary conditions; Cameras; Displays; Dynamic programming; Laboratories; Linearity; Nonlinear distortion; Optical distortion; Pixel; Shape;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 2004. ICIP '04. 2004 International Conference on
ISSN
1522-4880
Print_ISBN
0-7803-8554-3
Type
conf
DOI
10.1109/ICIP.2004.1421426
Filename
1421426
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