Title :
Unconventional edge detector: preliminary theoretical investigation
Author :
Chandrasekhar, R. ; Houlis, P. ; Attikiouzel, Y.
Author_Institution :
Australian Res. Centre for Med. Eng., Univ. of Western Australia, Crawley, WA, Australia
Abstract :
We have previously described a range-based neighbourhood operator and an experimentally discovered unconventional edge detector based on it. The latter relies on data fitting in a pixel neighbourhood, and has a wide dynamic range. A preliminary theoretical investigation of its basis, and some of its properties, are presented in this paper. It is revealed that the edge sensitive feature is the range of pixel values in successive pixel annuli around a central pixel. It is also shown that the edge strength at any centre pixel may be approximated, in the first instance, by the sum of the logarithms of these annular range values. The derived approximation is illustrated with a synthetic image and a mammogram.
Keywords :
edge detection; mammography; medical image processing; annular range values; data fitting; dynamic range; edge strength; mammogram; pixel annuli; pixel neighbourhood; range-based neighbourhood operator; synthetic image; unconventional edge detector; Australia; Biomedical engineering; Biomedical imaging; Curve fitting; Data analysis; Detectors; Dynamic range; Image edge detection; Pixel; Road transportation;
Conference_Titel :
Digital Signal Processing, 2002. DSP 2002. 2002 14th International Conference on
Print_ISBN :
0-7803-7503-3
DOI :
10.1109/ICDSP.2002.1027917