5.Image_segmentation

The smaller the number of direction changes the

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Unformatted text preview: tly. The smaller the number of direction changes, the straighter the boundary. The evaluation algorithm is based on the detection of angles between line segments positioned b boundary pixels from the Faculty of Engineering Robotics Technology MECH 4041 26 B.Eng (Hons.) Mechatronics S. Venkannah Mechanical and Production Engineering Department evaluated boundary in both directions. The angle need not be represented numerically; rather, relative position of line segments can be used as a property. Bending energy- The bending of a border may be understood as the energy necessary to bend a rod to the desired shape, and can be computed as a sum of squares of the border curvature c(k) over the border length L. BE = 1/L Σ c2(k) Bending energy can easily be computed from Fourier descriptors using Parseval’s theorem. To represent the border, Freeman’s chain code or its smoothed version may be used. Bending energy does not permit shape reconstruction. Signature- the signature of a region may be obtained as a sequence of normal contour distances. The normal contour distance is calculated for each boundary element as a function of the path length. For each border point A, the shortest distance to an opposite border point B is sought in a direction perpendicular to the border tangent at point A. Signatures are noise sensitive., and using smoothed signatures or signatures of smoothed contours reduces noise sensitivity. Chord distribution- a line joining any two points of the region boundary is a chord, and the distribution of lengths and angles of all chords on a contour may be used for shape description. Boundary description using segment sequences. Polygonal representation approximates a region by a polygon, the region being represented using vertices. Polygonal representations are obtained as a result of a simple boundary segmentation. The boundary can be approximated with varying precision; if a more precise description is necessary, a larger number of line segments may be emp...
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This document was uploaded on 03/12/2014 for the course MECHANICAL 214 at University of Manchester.

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