DocumentCode :
1120951
Title :
Diffuse Edge Fitting and Following: A Location-Adaptive Approach
Author :
Shipman, Anthony L. ; Bitmead, Robert R. ; Allen, Gregory H.
Author_Institution :
Department of Electrical and Electronic Engineering, James Cook University of North Queensland, Townsville, Queensland, Australia.
Issue :
1
fYear :
1984
Firstpage :
96
Lastpage :
102
Abstract :
The detection and tracing of edges of varying diffusion is a problem of importance in image analysis. In particular, it is of interest for the segmentation of meteorological and physiological pictures where the boundaries of objects are possibly not well defined or are obscured to a varying extent by noise. We present an edge detection and line fitting procedure which ascribes a direction, a measure of gradient, and quality of fit to the edge within a square segment of a controlled size or ``scope.´´ To detect and fit edges to diffuse objects the scope is adaptively altered based on the confidence of fit to permit tracing of the object´s boundary. We discuss predictor-corrector procedures for performing this edge tracing where predicted and calculated lines and confidences are used to generate a better fitting line. The performance of the procedures is demonstrated using both synthetic and satellite meteorological images.
Keywords :
Curve fitting; Image edge detection; Image segmentation; Interference; Meteorology; Object detection; Pattern analysis; Pattern recognition; Solids; Surface fitting; Adaptive edge detection; curve fitting; diffuse edge detection; edge tracing; picture segmentation;
fLanguage :
English
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher :
ieee
ISSN :
0162-8828
Type :
jour
DOI :
10.1109/TPAMI.1984.4767481
Filename :
4767481
Link To Document :
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