A SCALE-VECTOR APPROACH FOR EDGE-DETECTION

被引:7
作者
GARCIA, JA
FDEZVALDIVIA, J
GARRIDO, A
机构
[1] Departamento de Ciencias de la Computación e I.A., E.T.S. de Ingeniería Informática, Universidad de Granada
关键词
IMAGE SEGMENTATION; INTENSITY CHANGE MODEL; CLUSTERING; SCALE PARAMETERS; SMOOTHING FILTERING; SCALE VECTOR; ZERO-CROSSINGS; EDGE CURVES;
D O I
10.1016/0167-8655(95)80009-I
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a method for selecting proper scale parameters for edge detection. To this aim the image is preliminarily segmented into regions with a homogeneous intensity change model, by using a clustering algorithm based on a dissimilarity measure applied on feature vectors associated to the regions. The used algorithm is a standard clustering method, with a reasonable criterion to establish the number of clusters. Once the image has been properly segmented, in each region the mast proper scale parameter is determined and applied for edge detection.
引用
收藏
页码:637 / 646
页数:10
相关论文
共 8 条
[1]  
Brodatz P., 1966, TEXTURES
[2]   BOUNDARY SIMPLIFICATION IN CARTOGRAPHY PRESERVING THE CHARACTERISTICS OF THE SHAPE-FEATURES [J].
GARCIA, JA ;
FDEZVALDIVIA, J .
COMPUTERS & GEOSCIENCES, 1994, 20 (03) :349-368
[3]   AUTOMATIC CHARACTERIZATION OF SPIRAL AND ELLIPTIC GALAXIES FROM DIGITAL IMAGES [J].
GARCIA, JA ;
MOLINA, R ;
DELABLANCA, NP .
PATTERN RECOGNITION LETTERS, 1994, 15 (09) :861-869
[4]   REPRESENTING PLANAR CURVES BY USING A SCALE VECTOR [J].
GARCIA, JA ;
FDEZVALDIVIA, J .
PATTERN RECOGNITION LETTERS, 1994, 15 (09) :937-942
[5]   REASONING ABOUT EDGES IN SCALE SPACE [J].
LU, Y ;
JAIN, RC .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1992, 14 (04) :450-468
[6]   THEORY OF EDGE-DETECTION [J].
MARR, D ;
HILDRETH, E .
PROCEEDINGS OF THE ROYAL SOCIETY SERIES B-BIOLOGICAL SCIENCES, 1980, 207 (1167) :187-217
[7]   LOCAL REPRODUCIBLE SMOOTHING WITHOUT SHRINKAGE [J].
OLIENSIS, J .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1993, 15 (03) :307-312
[8]   EDGE AND CURVE DETECTION FOR VISUAL SCENE ANALYSIS [J].
ROSENFELD, A ;
THURSTON, M .
IEEE TRANSACTIONS ON COMPUTERS, 1971, C 20 (05) :562-+