Title :
Wavelet-based image enhancement using fourth order PDE
Author :
Nadernejad, Ehsan ; Forchhammer, Søren
Author_Institution :
Dept. of Photonics Eng., Tech. Univ. of Denmark, Lyngby, Denmark
Abstract :
The presence of noise interference signal may cause problems in signal and image analysis; hence signal and image de-noising is often used as a preprocessing stage in many signal processing applications. In this paper, a new method is presented for image de-noising based on fourth order partial differential equations (PDEs) and wavelet transform. In the existing wavelet thresholding methods, the final noise reduced image has limited improvement. It is due to keeping the approximate coefficients of the image unchanged. These coefficients have the main information of the image. Since noise affects both the approximate and detail coefficients, in this research, the anisotropic diffusion technique for noise reduction is applied on the approximation band to alleviate the deficiency of the existing wavelet thresholding methods. The proposed method was applied on several standard noisy images and the results indicate superiority of the proposed method over the existing wavelet-based image de-noising, anisotropic diffusion, and wiener filtering techniques.
Keywords :
Wiener filters; approximation theory; image denoising; image enhancement; partial differential equations; wavelet transforms; Wiener filtering techniques; anisotropic diffusion technique; approximate coefficients; detail coefficients; fourth order partial differential equations; image denoising; image enhancement; noise interference signal; noise reduction; signal denoising; signal processing applications; standard noisy images; wavelet thresholding methods; wavelet transform; Adaptive filters; Equations; Image denoising; Image edge detection; Noise; Noise measurement; Wavelet transforms; Image Enhancement; PDE; Wavelet;
Conference_Titel :
Intelligent Signal Processing (WISP), 2011 IEEE 7th International Symposium on
Conference_Location :
Floriana
Print_ISBN :
978-1-4577-1403-0
DOI :
10.1109/WISP.2011.6051688