DocumentCode
1208819
Title
A new iterated two-band diffusion equation:theory and its application
Author
Shih, Arthur Chun-Chieh ; Liao, Hong-Yuan Mark ; Lu, Chun-Shien
Author_Institution
Inst. of Inf. Sci., Acad. Sinica, Taipei, Taiwan
Volume
12
Issue
4
fYear
2003
fDate
4/1/2003 12:00:00 AM
Firstpage
466
Lastpage
476
Abstract
We propose an iterated two-band filtering method to solve the selective image smoothing problem. We prove that a discrete computation step in an iterated nonlinear diffusion-based filtering algorithm is equivalent to a sequence of operations, including decomposition, regularization, and then reconstruction, in the proposed two-band filtering scheme. To correctly separate the high frequency components from the low frequency ones in the decomposition process, we adopt a dyadic wavelet-based approximation scheme. In the regularization process, we use a diffusivity function as a guide to retain useful data and suppress noises. Finally, the signal of the next stage, which is a "smoother" version of the signal at the previous stage, can be computed by reconstructing the decomposed low frequency component and the regularized high frequency component. Based on the proposed scheme, the smoothing operation can be applied to the correct targets. Experimental results show that our new approach is really efficient in noise removing.
Keywords
image reconstruction; iterative methods; noise; smoothing methods; wavelet transforms; diffusivity function; discrete computation step; dyadic wavelet-based approximation; high frequency components; image reconstruction; iterated nonlinear diffusion-based filtering algorithm; iterated two-band diffusion equation; low frequency components; noise suppression; regularization process; selective image smoothing; Equations; Filtering algorithms; Filtering theory; Frequency; Gaussian processes; Helium; Image reconstruction; Low-frequency noise; Signal processing; Smoothing methods;
fLanguage
English
Journal_Title
Image Processing, IEEE Transactions on
Publisher
ieee
ISSN
1057-7149
Type
jour
DOI
10.1109/TIP.2003.809017
Filename
1201128
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