Title :
Stable denoising-enhancement of images by telegraph-diffusion operators
Author :
Ratner, Vadim ; Zeevi, Yehoshua Y.
Author_Institution :
Dept. of Electr. Eng., Technion - Israel Inst. of Technol., Haifa, Israel
Abstract :
The recently-proposed family of Telegraph-Diffusion (TeD) operators is analyzed in the context of image enhancement. Stability of such schemes in terms of energy convergence is investigated and compared with that of the widely-used diffusion-based schemes, thereby resolving the Perona-Malik paradox. The results indicating stability are further generalized in the context of the Forward-and-Backward (FAB) TeD enhancement operator. An approximated version of the enhancement operator that offers an increased stability is proposed and examined. This scheme is implemented in both stable and unstable regimes of the original FAB-TeD operator and shown to yield results similar to those obtained by the latter, without losing stability. The theoretical conclusions regarding stability of the approximated FAB-TeD are reinforced by simulations, exhibiting enhanced images with sharpened edges and yet very limited compromise on the quality of other image details.
Keywords :
edge detection; image denoising; image enhancement; stability; FAB TeD enhancement operator; Perona-Malik paradox; TeD operators; edge sharpening; energy convergence; forward-and-backward TeD enhancement operator; image denoising; image enhancement; stability; telegraph-diffusion operators; Approximation methods; Equations; Image edge detection; Mathematical model; Noise reduction; Smoothing methods; Stability criteria; Diffusion equations; FAB Telegraph-Diffusion; Image restoration; Stable image enhancement; Wave equations;
Conference_Titel :
Image Processing (ICIP), 2013 20th IEEE International Conference on
Conference_Location :
Melbourne, VIC
DOI :
10.1109/ICIP.2013.6738258