TEXTURAL FILTERS BASED ON THE TEXTURE SPECTRUM

被引:22
作者
HE, DC
WANG, L
机构
[1] Centre d'Applications et de Recherches en Télédétection (CARTEL), Université de Sherbrooke, Sherbrooke
基金
加拿大自然科学与工程研究理事会;
关键词
TEXTURE ANALYSIS; TEXTURE SPECTRUM; TEXTURE ENHANCEMENT; IMAGE PROCESSING; TEXTURE FILTERING; PATTERN RECOGNITION;
D O I
10.1016/0031-3203(91)90144-T
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Conventional digital filtering techniques, based on classical Fourier analysis (that is, low-pass, high-pass and band-pass), are widely used in digital image processing. Unsatisfaction may be encountered when applying these filters to texture analysis of images, where one needs some specific spatial filters which are able to transform an image in the sense of texture rather than the spectral properties. Such textural filters can be designed in the texture spectrum domain and they are of interest for texture analysis. An example is given in this paper, and has been applied to four of Brodatz's natural images. The result shows a promising potential of the texture spectrum for designing textural filters.
引用
收藏
页码:1187 / 1195
页数:9
相关论文
共 23 条
[1]  
BRODATZ P, 1967, TEXTURES PHOTOGRAPHI
[2]  
Conners R. W., 1979, Proceedings of the 1979 IEEE Computer Society Conference on Pattern Recognition and Image Processing, P382
[3]  
Gonzalez R. C., 1987, DIGITAL IMAGE PROCES
[4]  
GUIBERT J, 1983, 78TH P COLL INT ASTR, P165
[5]   STATISTICAL AND STRUCTURAL APPROACHES TO TEXTURE [J].
HARALICK, RM .
PROCEEDINGS OF THE IEEE, 1979, 67 (05) :786-804
[6]   TEXTURAL FEATURES FOR IMAGE CLASSIFICATION [J].
HARALICK, RM ;
SHANMUGAM, K ;
DINSTEIN, I .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1973, SMC3 (06) :610-621
[7]   TEXTURE-DISCRIMINATION BASED ON AN OPTIMAL UTILIZATION OF TEXTURE FEATURES [J].
HE, DC ;
WANG, L ;
GUIBERT, J .
PATTERN RECOGNITION, 1988, 21 (02) :141-146
[8]   TEXTURE FEATURES BASED ON TEXTURE SPECTRUM [J].
HE, DC ;
LI, W .
PATTERN RECOGNITION, 1991, 24 (05) :391-399
[9]   RECOGNITION OF LITHOLOGICAL UNITS IN AIRBORNE SAR IMAGES USING NEW TEXTURE FEATURES [J].
HE, DC ;
WANG, L .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 1990, 11 (12) :2337-2344
[10]   EDGE-DETECTION IN NUMERICAL IMAGE-PROCESSING [J].
HE, DC ;
WANG, L .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 1991, 12 (03) :651-657