DocumentCode
1437393
Title
A new image flux conduction model and its application to selective image smoothing
Author
Sze, Chwen-Jye ; Liao, Hong-Yuan Mark ; Fan, Kuo-Chin
Author_Institution
Inst. of Inf. Sci., Acad. Sinica, Taipei, Taiwan
Volume
10
Issue
2
fYear
2001
fDate
2/1/2001 12:00:00 AM
Firstpage
296
Lastpage
306
Abstract
A discrete image flux conduction equation which is completely new in this field is proposed. The new approach starts with formulating a discrete image flux conduction equation based on the concept of heat conduction theory. Based on this discrete equation, the status change at a time point can be directly computed from its spatial neighborhood. To more accurately estimate an image flux, we have used an orthogonal wavelet basis to approximate the gradient of the intensity at each point. Since the proposed approach is discrete by nature, it is not necessary to formulate a continuous PDE to fit the discrete image data set. Furthermore, introduction of different numerical methods to solve the PDE can also be avoided. Since the proposed approach does not require that a PDE be solved, it is therefore more efficient and accurate than the conventional methods. Experimental results obtained using both synthetic signals and real images have demonstrated that the proposed model could effectively handle the selective image smoothing problem
Keywords
heat conduction; image processing; nonlinear filters; partial differential equations; smoothing methods; wavelet transforms; continuous PDE; discrete image data set; discrete image flux conduction equation; experimental results; heat conduction theory; intensity gradient approximation; nonlinear filter; numerical methods; orthogonal wavelet basis; real images; selective image smoothing; spatial neighborhood; synthetic signals; Computer science; Conductivity; Filtering; Filters; Frequency; Gaussian processes; Image processing; Information science; Nonlinear equations; Smoothing methods;
fLanguage
English
Journal_Title
Image Processing, IEEE Transactions on
Publisher
ieee
ISSN
1057-7149
Type
jour
DOI
10.1109/83.902294
Filename
902294
Link To Document