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Scale-space and edge detection using anisotropic diffusion

by: Pieriro Perona, Jitendra Malik
Pattern Analysis and Machine Intelligence, IEEE Transactions on, Vol. 12, No. 7. (06 July 1990), pp. 629-639, doi:10.1109/34.56205  Key: citeulike:354200

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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


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