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Invertible Apertured Orientation Filters in Image Analysis
Authors:Stiliyan N Kalitzin  Bart M Ter Haar Romeny  Max A Viergever
Affiliation:(1) Image Sciences Institute, University Hospital Utrecht, HP E01.334, P.O. Box 85500, 3508 GA Utrecht, The Netherlands
Abstract:A unitary approach for locally apertured orientation analysis of 2D and 3D scalar images is proposed. The size of the local aperture (the scale) needed for the orientation representation induces in general a lost of spatial acuity, or blur. Our construction permits a compensation of the blur by a reconstruction procedure. For this purpose, a special scale-dependent orientation bundle (map of the visual space into function of both position and orientation) is build from the local Gaussian-derivatives jet of a scalar image. In this construction there is an invertible relation between the orientation bundle and the original image. This invertible transformation is used to regain the original acuity in the spatial domain after analyzing orientation features at any given scale.The approach turns out to be highly effective for the detection of elongated structures and for removal of elongated artifacts in 2D images.
Keywords:integral transformations  orientation analysis  scale space  complete systems
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