DocumentCode :
1340985
Title :
Efficient and reliable schemes for nonlinear diffusion filtering
Author :
Weickert, Joachim ; Romeny, B.M.T.H. ; Viergever, Max A.
Author_Institution :
Image Sci. Inst., Utrecht Univ. Hospital, Netherlands
Volume :
7
Issue :
3
fYear :
1998
fDate :
3/1/1998 12:00:00 AM
Firstpage :
398
Lastpage :
410
Abstract :
Nonlinear diffusion filtering in image processing is usually performed with explicit schemes. They are only stable for very small time steps, which leads to poor efficiency and limits their practical use. Based on a discrete nonlinear diffusion scale-space framework we present semi-implicit schemes which are stable for all time steps. These novel schemes use an additive operator splitting (AOS), which guarantees equal treatment of all coordinate axes. They can be implemented easily in arbitrary dimensions, have good rotational invariance and reveal a computational complexity and memory requirement which is linear in the number of pixels. Examples demonstrate that, under typical accuracy requirements, AOS schemes are at least ten times more efficient than the widely used explicit schemes
Keywords :
computational complexity; image processing; mathematical operators; nonlinear filters; recursive filters; AOS schemes; additive operator splitting; computational complexity; coordinate axes; discrete nonlinear diffusion scale-space framework; efficient reliable schemes; images; memory requirement; nonlinear diffusion filter; rotational invariance; semi-implicit schemes; time steps; Additives; Computational complexity; Filtering; Finite difference methods; Hospitals; Image processing; Image storage; Nonlinear filters; Solids; Stability criteria;
fLanguage :
English
Journal_Title :
Image Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1057-7149
Type :
jour
DOI :
10.1109/83.661190
Filename :
661190
Link To Document :
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