EDGE-DETECTION IN NUMERICAL IMAGE-PROCESSING

被引:5
作者
HE, DC
WANG, L
机构
关键词
D O I
10.1080/01431169108929680
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
Edge detection takes an important place in image processing and segmentation of remotely sensed data. Its objective is to locate prominent edges in an image, and so to separate the components of an image into subsets that may correspond to the physical objects in the scene. In general, this can be achieved by generating an edge map using, for example, edge detection operators or some threshold techniques. In most cases, these methods assume that at the edge the grey level intensity changes in a discontinuous way (usually as a step function). If we need to segment a textural scene by finding the texture boundaries, traditional methods of edge detection are usually not successful, since they cannot distinguish between the micro-edges within each texture and the boundaries between different textures. One reason for their failure is their inability to characterize properly a texture. This problem can be solved by combining the traditional edge detection techniques with some efficient textural measures. That is, in the edge detection operators, grey levels are replaced by textural features. Recently, a texture spectrum method has been proposed for texture characterization. This Letter presents an example of the application of the texture spectrum to edge detection.
引用
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页码:651 / 657
页数:7
相关论文
共 14 条
[1]  
BRODATZ P, 1968, TEXTURES PHOTOGRAPHI
[2]   GENERALIZED THRESHOLD SELECTION FOR EDGE-DETECTION [J].
HADDON, JF .
PATTERN RECOGNITION, 1988, 21 (03) :195-203
[3]   STATISTICAL AND STRUCTURAL APPROACHES TO TEXTURE [J].
HARALICK, RM .
PROCEEDINGS OF THE IEEE, 1979, 67 (05) :786-804
[4]   TEXTURAL FEATURES FOR IMAGE CLASSIFICATION [J].
HARALICK, RM ;
SHANMUGAM, K ;
DINSTEIN, I .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1973, SMC3 (06) :610-621
[5]   TEXTURE-DISCRIMINATION BASED ON AN OPTIMAL UTILIZATION OF TEXTURE FEATURES [J].
HE, DC ;
WANG, L ;
GUIBERT, J .
PATTERN RECOGNITION, 1988, 21 (02) :141-146
[6]   TEXTURE FEATURE-EXTRACTION [J].
HE, DC ;
WANG, L ;
GUIBERT, J .
PATTERN RECOGNITION LETTERS, 1987, 6 (04) :269-273
[7]  
HE DC, 1990, IEEE T GEOSCI REMOTE, V28, P509
[8]  
HE DC, 1990, IN PRESS PATTERN REC
[9]  
HE DC, 1990, IN PRESS INT J REMOT
[10]   THEORY OF EDGE-DETECTION [J].
MARR, D ;
HILDRETH, E .
PROCEEDINGS OF THE ROYAL SOCIETY SERIES B-BIOLOGICAL SCIENCES, 1980, 207 (1167) :187-217