DocumentCode
2486141
Title
An effective resolution definition or how to choose an edge detector, its scale parameter and the threshold?
Author
Demigny, D. ; Karabernou, M.
Author_Institution
Equipe Traitement des Images et du Signal, ENSEA-UCP, Cergy Pontoise, France
Volume
1
fYear
1996
fDate
16-19 Sep 1996
Firstpage
829
Abstract
In this paper, we propose a new quantitative method to choose parameters values of edge detectors based on linear first derivative filters. First, the resolution is explicitly defined as the smallest distance d between edges that the user wants to detect. A new criterion Cd of signal to noise ratio improvement is defined as a function of d. Maximizing this criterion for a given filter defines its best scale parameter value. Then, we analyze quantitatively the effect of the third Canny criterion C3 (mean distance between noise maxima), and the effect of Cd on the number of false detections. Finally, we discuss quantitatively the choice of the scale parameter and threshold as a function of the desired resolution, output quality, and of the input signal to noise ratio
Keywords
edge detection; filtering theory; image resolution; edge detector; effective resolution definition; false detections; linear first derivative filters; mean distance between noise maxima; output quality; quantitative method; scale parameter; signal to noise ratio improvement; third Canny criterion; threshold; Detectors; Energy resolution; Image edge detection; Noise reduction; Nonlinear filters; Performance analysis; Roads; Signal resolution; Signal to noise ratio; Technological innovation;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 1996. Proceedings., International Conference on
Conference_Location
Lausanne
Print_ISBN
0-7803-3259-8
Type
conf
DOI
10.1109/ICIP.1996.559627
Filename
559627
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