Title :
Optimal ramp edge detection by orthogonal wavelet transform
Author :
Karrakchou, Mohsine ; Li, Wei
Author_Institution :
Signal Process. Lab., Swiss Federal Inst. of Technol., Lausanne, Switzerland
Abstract :
A method for multiresolution edge detection is described which is based on wavelet representation in which the edges are detected from the local maxima of the detail images in the orthogonal wavelet transform. The new idea is to compute an optimal edge detection filter for ramp edges. It is shown that the approximation of an edge at each scale in its orthogonal wavelet decomposition can be modeled by a ramp contour whose equation is given. Good edge detection results are obtained. Such a multiscale edge detector is important not only for the usual applications such as pattern recognition and image segmentation, but also for object-based image coding where the reconstruction of the original image from the edges at different scales is made possible by wavelet analysis-synthesis
Keywords :
edge detection; image coding; image recognition; image segmentation; transforms; detail images; edge detection filter; image segmentation; local maxima; multiresolution edge detection; multiscale edge detector; object-based image coding; orthogonal wavelet transform; pattern recognition; ramp contour; ramp edges; wavelet analysis-synthesis; Detectors; Equations; Filters; Image coding; Image edge detection; Image reconstruction; Image resolution; Image segmentation; Pattern recognition; Wavelet transforms;
Conference_Titel :
Circuits and Systems, 1992. ISCAS '92. Proceedings., 1992 IEEE International Symposium on
Conference_Location :
San Diego, CA
Print_ISBN :
0-7803-0593-0
DOI :
10.1109/ISCAS.1992.230059