DocumentCode
2918799
Title
The dynamics of image processing viewed as deformation of elastic sheet
Author
Ratner, Vadim ; Zeevi, Yehoshua Y.
Author_Institution
Technion - Israel Inst. of Technol., Haifa, Israel
fYear
2009
fDate
5-7 July 2009
Firstpage
1
Lastpage
6
Abstract
Diffusion-type algorithms have been integrated successfully into the toolbox used in image processing and computer vision. We introduce in the context of digital signal and image processing a new more flexible and powerful family of parabolic-hyperbolic partial differential equations (PDEs) that somewhat resembles the structure of the parabolic diffusion equation, but incorporates the second order derivative in time. It is instructive intuitively to consider in this context the dynamics of image processing as the deformation of an dasiaelastic sheetpsila. Indeed, our parabolic-hyperbolic PDE models elastic deformation. This analogy between a well-known physical system and process on one hand, and the dynamics of an image processing scheme on the other hand, contributes interesting and important insight about images and their processing. We explore and demonstrate the capabilities and advantages afforded by the application of the proposed family of equations in image enhancement. Efficient numeric schemes are also presented.
Keywords
computer vision; hyperbolic equations; image denoising; image enhancement; parabolic equations; partial differential equations; PDE; computer vision; diffusion-type algorithm; digital signal processing; elastic sheet deformation; image denoising; image enhancement; image processing dynamics; parabolic-hyperbolic partial differential equation; physical system; Additive noise; Cities and towns; Computer vision; Image enhancement; Image processing; Noise reduction; Partial differential equations; Physics; Signal processing; Smoothing methods; PDE image processing; Parabolic-hyperbolic equations; denoising; image edge analysis; image enhancement;
fLanguage
English
Publisher
ieee
Conference_Titel
Digital Signal Processing, 2009 16th International Conference on
Conference_Location
Santorini-Hellas
Print_ISBN
978-1-4244-3297-4
Electronic_ISBN
978-1-4244-3298-1
Type
conf
DOI
10.1109/ICDSP.2009.5201190
Filename
5201190
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