DocumentCode :
329922
Title :
Differences in the behaviors of continuous and discrete anisotropic diffusion equations for image processing
Author :
You, Yu-Li ; Kaveh, M.
Author_Institution :
Digital Theater Syst. Inc., Agoura Hills, CA, USA
fYear :
1998
fDate :
4-7 Oct 1998
Firstpage :
249
Abstract :
Behavioral differences between continuous anisotropic diffusion and its discrete counterpart is presented, with an emphasis on backward diffusion. We found that a continuous backward diffusion is rotation-invariant, but may have stability problem. Its discrete counterpart, however, is rotation-variant, and is stable. It forms step edges around boundaries of regions identified by the convexity of the image intensity function, but edges aligned with the x and y axis may look smooth. This edge formation process is susceptible to observational and numerical noise which may induce false edges or may alter the shape of the edges
Keywords :
image enhancement; noise; numerical stability; partial differential equations; behavioral differences; continuous anisotropic diffusion equations; continuous backward diffusion; discrete anisotropic diffusion equations; edge formation; image enhancement; image intensity function; image processing; multiscale analysis; numerical noise; observational noise; partial differential equations; rotation-invariant equation; rotation-variant equation; stability problem; Anisotropic magnetoresistance; Difference equations; Diffusion processes; Drives; Image analysis; Image enhancement; Image processing; Multi-stage noise shaping; Noise shaping; Shape; Stability;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 1998. ICIP 98. Proceedings. 1998 International Conference on
Conference_Location :
Chicago, IL
Print_ISBN :
0-8186-8821-1
Type :
conf
DOI :
10.1109/ICIP.1998.727193
Filename :
727193
Link To Document :
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