DocumentCode :
478394
Title :
Image Restoration Based on Fourth-Order PDE Model
Author :
Chen, Bo ; Chen, Wen-Sheng ; Zhang, Li-Wei
Author_Institution :
Coll. of Math. & Comput. Sci., Shenzhen Univ., Shenzhen
Volume :
5
fYear :
2008
fDate :
18-20 Oct. 2008
Firstpage :
549
Lastpage :
553
Abstract :
In order to avoid the blocky effects of second-order PDE model and preserve edges, a new fourth-order PDE model was proposed in this paper. Based on four-neighbor system, a simple and symmetrical difference scheme was also developed to make the model more efficient and reliable. Median filtering was utilized to alleviate the speckle effects in the processed image at last. We remove the Gaussian noises from different images and compare the PSNR values and visual qualities of the results with traditional methods. Numerical experimental results show that the proposed models give the best performance in restoring images, especially in edge preservation and enhancement.
Keywords :
Gaussian noise; filtering theory; image denoising; image enhancement; image restoration; median filters; partial differential equations; Gaussian noises; edge enhancement; edge preservation; fourth-order PDE model; image restoration; median filtering; partial differential equations; second-order PDE model; Filtering; Gaussian noise; Image denoising; Image processing; Image restoration; Laplace equations; Mathematical model; Noise reduction; Nonlinear filters; Speckle; difference scheme; four-neighbor system; image restoration; median filtering; partial differential equations model;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Natural Computation, 2008. ICNC '08. Fourth International Conference on
Conference_Location :
Jinan
Print_ISBN :
978-0-7695-3304-9
Type :
conf
DOI :
10.1109/ICNC.2008.106
Filename :
4667495
Link To Document :
بازگشت