DocumentCode :
408106
Title :
Image filtering algorithm based on digital TV filter coupling with residual error correction
Author :
Xiao Liang ; Wu Huizhong ; Zhihui
Author_Institution :
Dept. of Comput. Sci., Nanjing Univ. of Sci. & Technol., China
Volume :
1
fYear :
2003
fDate :
8-13 Oct. 2003
Firstpage :
594
Abstract :
In this paper, we propose a digital TV (total variation) restoration model based on graph theory, motivated by the classical continuous TV restoration model of Rudin,Osher and Fatemi. We investigate its advantages in de-noising and enhancing non-texture images, and also analyze its shortcomings in deal with the texture images. Following the ideas of Yves Meyer in a total variation minimization framework of L. Rudin, S.Os-her and E.Fatemi, we propose a new image filtering algorithm subsuming the digital TV filter and the residual error correction scheme. In our algorithm, we decompose a given image u0 into a sum of two parts u + v by two-step method, where in the first step digital TV filter is used to obtain u which is the sketchy approximation of u0 , while the texture information in v is extracted by the residual error correction scheme using wavelet and wavelet packet thresholding technique. Experiments show our hybrid algorithm has more abroad application perspective and has better performance than digital TV filtering algorithm on real image.
Keywords :
digital filters; error correction; filtering theory; graph theory; image denoising; image enhancement; image texture; minimisation; wavelet transforms; digital TV filter coupling; digital total variation restoration model; hybrid algorithm; image filtering algorithm; nontexture image enhancement; residual error correction; texture image; total variation minimization framework; wavelet packet thresholding technique; Digital TV; Digital filters; Error correction; Filtering algorithms; Graph theory; Image analysis; Image restoration; Image texture analysis; Noise reduction; Wavelet packets;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Robotics, Intelligent Systems and Signal Processing, 2003. Proceedings. 2003 IEEE International Conference on
Print_ISBN :
0-7803-7925-X
Type :
conf
DOI :
10.1109/RISSP.2003.1285641
Filename :
1285641
Link To Document :
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