Title :
The dynamics of image processing viewed as damped elastic deformation
Author :
Ratner, Vadim ; Zeevi, Yehoshua Y.
Author_Institution :
Technion - Israel Inst. of Technol., Haifa, Israel
Abstract :
Diffusion-type algorithms have been integrated in recent years successfully into the toolbox of image processing. We introduce 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 to consider intuitively in this context the dynamics of image processing as the deformation of an `elastic sheet´. 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. The problem of computational complexity is addressed, and efficient numeric schemes are also presented.
Keywords :
elastic deformation; image denoising; image enhancement; parabolic equations; partial differential equations; computational complexity; damped elastic deformation; diffusion-type algorithms; image enhancement; image processing; parabolic diffusion equation; parabolic-hyperbolic PDE; parabolic-hyperbolic partial differential equations; second order derivative; Equations; Image edge detection; Mathematical model; Noise reduction; PSNR; Smoothing methods; PDE image processing; Parabolic-hyperbolic equations; denoising; image edge analysis; image enhancement;
Conference_Titel :
Signal Processing Conference, 2009 17th European
Conference_Location :
Glasgow
Print_ISBN :
978-161-7388-76-7