Paper Title
Hybrid Model For Image Restoration

Abstract
Demand for better image quality focuses on designing of lot of image restoration methods. In this paper, we describe a hybrid method for removal of degradation from real images. This study focuses on image restoration and the proposed method is based on three major techniques, Phase preserving approach for denoising, ormalization technique to give an image typical gray level intensity and Wavelets Transformation(WT) for reducing degradation. In WT, Discrete Wavelet Transform (DWT) provides most compact representation. In our implementation, we applied DWT to the image for separation of horizontal, vertical and diagonal details of the image Index Terms—Image Restoration, Phase Preserving Algorithm, Normalization, Wavelet Transformation.