QUANTITATIVE DESIGN AND EVALUATION OF ENHANCEMENT-THRESHOLDING EDGE DETECTORS

被引:525
作者
ABDOU, IE [1 ]
PRATT, WK [1 ]
机构
[1] UNIV SO CALIF,INST IMAGE PROC,LOS ANGELES,CA 90007
关键词
D O I
10.1109/PROC.1979.11325
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Quantitative design and performance evaluation techniques are developed for the enhancement/thresholding class of image edge detectors. The design techniques are based on statistical detection theory and deterministic pattern-recognition classification procedures. The performance evaluation methods developed include: a) deterministic measurement of the edge gradient amplitude; b) comparison of the probabilities of correct and false edge detection; and c) figure of merit computation. The design techniques developed are used to optimally design a variety of small and large mask edge detectors. Theoretical and experimental comparisons of edge detectors are presented. Copyright © 1979 by Thc Institute of Ekctrical and EkcuPnics Engineers, Inc.
引用
收藏
页码:753 / 763
页数:11
相关论文
共 11 条
[1]  
ABDOU I, 1973, USCIPI830 U SO CAL R
[2]  
Andrews HC, 1972, INTRO MATH TECHNIQUE
[3]  
DEUTSCH ES, 1978, IEEE T COMPUT, V27, P205, DOI 10.1109/TC.1978.1675073
[4]   QUANTITATIVE-EVALUATION OF EDGE DETECTION SCHEMES AND THEIR COMPARISON WITH HUMAN PERFORMANCE [J].
FRAM, JR ;
DEUTSCH, ES .
IEEE TRANSACTIONS ON COMPUTERS, 1975, C 24 (06) :616-628
[5]  
FUKUNAGA K, 1972, INTRO STATISTICAL PA
[6]  
Hart P, 1973, PATTERN CLASSIFICATI
[7]   AN ALGORITHM FOR LINEAR INEQUALITIES AND ITS APPLICATIONS [J].
HO, YC ;
KASHYAP, RL .
IEEE TRANSACTIONS ON ELECTRONIC COMPUTERS, 1965, EC14 (05) :683-&
[8]   COMPUTER DETERMINATION OF CONSTITUENT STRUCTURE OF BIOLOGICAL IMAGES [J].
KIRSCH, RA .
COMPUTERS AND BIOMEDICAL RESEARCH, 1971, 4 (03) :315-&
[9]  
Pratt W. K., 1978, DIGITAL IMAGE PROCES
[10]  
Prewitt J.M.S., 1970, PICTURE PROCESSING P