DocumentCode
304511
Title
Conservative image transformations with restoration and scale-space properties
Author
Weickert, J.A. ; Romeny, B. M ter Haar ; Viergever, M.A.
Author_Institution
Lab. Imaging Center, Utrecht Univ. Hospital, Netherlands
Volume
1
fYear
1996
fDate
16-19 Sep 1996
Firstpage
465
Abstract
Many image processing applications require one to solve problems such as denoising with edge enhancement, preprocessing for segmentation, or the completion of interrupted lines. This may be accomplished by applying a suitable nonlinear anisotropic diffusion process to the image. Its diffusion tensor is adapted to the differential structure of the underlying image. Although being image enhancement tools, filters of this class are well-posed. The temporal evolution of the diffusion process creates a scale-space whose causality properties can be understood in a deterministic, stochastic, information theory based and Fourier based way. The well-posedness and scale-space results carry over to the discrete setting, which gives rise to reliable algorithms preserving all properties of the continuous framework
Keywords
filtering theory; image enhancement; image representation; image segmentation; partial differential equations; algorithms; causality properties; conservative image transformations; denoising; differential structure; diffusion equations; diffusion tensor; edge enhancement; filters; image enhancement tools; image processing applications; image representation; image restoration; image segmentation; information theory; interrupted lines completion; nonlinear anisotropic diffusion; preprocessing; scale-space properties; temporal evolution; Anisotropic magnetoresistance; Diffusion processes; Filters; Image enhancement; Image processing; Image restoration; Image segmentation; Noise reduction; Stochastic processes; Tensile stress;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 1996. Proceedings., International Conference on
Conference_Location
Lausanne
Print_ISBN
0-7803-3259-8
Type
conf
DOI
10.1109/ICIP.1996.559534
Filename
559534
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