Title : 
Blind Image Restoration Using Improved APEX Method with Pre-denoising
         
        
            Author : 
Zhang, Jianlin ; Zhang, Qiheng
         
        
            Author_Institution : 
Chinese Acad. of Sci., Chengdu
         
        
        
        
        
        
            Abstract : 
Loss of image quality due to degradation has seriously bad effect on the post-analyzing and postprocessing of image. Blind restoration of degraded image is usually required to improve the image quality, for the reason that the degradation is partially or completely unknown in many practical situations. Commonly, using the APEX method can effectively accomplish the blind restoration when a significant class of degradation (Levy stable processes) is considered, but noise is unexpectedly amplified in the process. In this paper, a novel method is proposed to both suppress the noise effect and improve the image quality. The performance of the method is investigated with experiments on real degraded images. The noniterative property of this method makes its application and implementation in real-time image processing systems be easy.
         
        
            Keywords : 
image denoising; image restoration; APEX method; Levy stable processes; blind image restoration; image predenoising; image quality; noise effect; real-time image processing; Convolution; Degradation; Educational institutions; Graphics; Image processing; Image quality; Image restoration; Optical losses; Optical noise; Real time systems;
         
        
        
        
            Conference_Titel : 
Image and Graphics, 2007. ICIG 2007. Fourth International Conference on
         
        
            Conference_Location : 
Sichuan
         
        
            Print_ISBN : 
0-7695-2929-1
         
        
        
            DOI : 
10.1109/ICIG.2007.55