DocumentCode
2622222
Title
Discrete exterior calculus for variational problems in computer vision and graphics
Author
Desbrun, Mathieu ; Hirani, Anil N. ; Marsden, Jerrold E.
Author_Institution
Dept. of Comput. Sci., USC, Los Angeles, CA, USA
Volume
5
fYear
2003
fDate
9-12 Dec. 2003
Firstpage
4902
Abstract
The paper demonstrates how discrete exterior calculus (DEC) tools may be useful in computer vision and graphics. A variational approach provides a link with mechanics. Our development of DEC includes discrete differential forms, discrete vector fields and the operators acting on these. This development of a discrete calculus, when combined with the methods of discrete mechanics and other recent work is likely to have promising applications in a field like computer vision which offers such a rich variety of challenging variational problems to be solved computationally. As a specific example we consider the problem of template matching and show how numerical methods derived from a discrete exterior calculus are starting to play an important role in solving the equations of averaged template matching. We also show some example applications using variational problems from computer graphics and mechanics to demonstrate that formulating the problem discretely and using discrete methods for solution can lead to efficient algorithms.
Keywords
computer graphics; computer vision; image matching; mechanical engineering computing; variational techniques; computer graphics; computer vision; discrete exterior calculus tool; variational problems; Application software; Calculus; Computer graphics; Computer vision; Concrete; Equations; Image processing; Image restoration; Image segmentation; Interconnected systems;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control, 2003. Proceedings. 42nd IEEE Conference on
ISSN
0191-2216
Print_ISBN
0-7803-7924-1
Type
conf
DOI
10.1109/CDC.2003.1272393
Filename
1272393
Link To Document