Scinovex
articleTop 1% cited

Scale-space and edge detection using anisotropic diffusion

Pietro PeronaJitendra Malik

Abstract

A new definition of scale-space is suggested, and a class of algorithms used to realize a diffusion process is introduced. The diffusion coefficient is chosen to vary spatially in such a way as to encourage intraregion smoothing rather than interregion smoothing. It is shown that the 'no new maxima should be generated at coarse scales' property of conventional scale space is preserved. As the region boundaries in the approach remain sharp, a high-quality edge detector which successfully exploits global information is obtained. Experimental results are shown on a number of images. Parallel hardware implementations are made feasible because the algorithm involves elementary, local operations replicated over the image.< <ETX xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">&gt;</ETX>

Medical Image Segmentation TechniquesImage Retrieval and Classification TechniquesImage and Signal Denoising MethodsScale spaceSmoothingAnisotropic diffusionScale (ratio)Computer scienceMaxima and minimaDiffusionSpace (punctuation)Class (philosophy)Edge detection
Citations
11,953
FWCI
53.82
field-weighted impact
References
23
Percentile
100%
vs. same field & year
Citations per year
Cited by
Digital photography with flash and no-flash image pairs
ACM Transactions on Graphics · 2004 · 1,062 citations
Edge Detection and Ridge Detection with Automatic Scale Selection
International Journal of Computer Vision · 1998 · 1,025 citations
A review of vessel extraction techniques and algorithms
ACM Computing Surveys · 2004 · 882 citations
Scale-space and edge detection using anisotropic diffusion
IEEE Transactions on Pattern Analysis and Machine Intelligence · 1990 · 11,953 citations
Saliency, Scale and Image Description
International Journal of Computer Vision · 2001 · 1,197 citations
Brook for GPUs
ACM Transactions on Graphics · 2004 · 1,162 citations
Active contours driven by local image fitting energy
Pattern Recognition · 2009 · 719 citations
Image smoothing via<i>L</i><sub>0</sub>gradient minimization
ACM Transactions on Graphics · 2011 · 769 citations
References
Edge and Curve Detection for Visual Scene Analysis
IEEE Transactions on Computers · 1971 · 787 citations
Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images
IEEE Transactions on Pattern Analysis and Machine Intelligence · 1984 · 17,882 citations
A Computational Approach to Edge Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence · 1986 · 28,799 citations
Scale-space and edge detection using anisotropic diffusion
IEEE Transactions on Pattern Analysis and Machine Intelligence · 1990 · 11,953 citations
Citation Network

How this paper connects to the literature. Drag to explore, click any node to open that paper.