Is there any texture in the image?

被引:70
作者
Karu, K
Jain, AK
Bolle, RM
机构
[1] MICHIGAN STATE UNIV,DEPT COMP SCI,E LANSING,MI 48824
[2] IBM CORP,THOMAS J WATSON RES CTR,EXPLORATORY COMP VIS GRP,YORKTOWN HTS,NY 10598
关键词
texture analysis; segmentation; low-level processing;
D O I
10.1016/0031-3203(96)00004-0
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Texture analysis methods have been used in various image processing tasks, such as image segmentation, recognition, shape analysis, texture synthesis and image compression. When applying any of these methods, we assume that the input image has some textural characteristics. This paper addresses the problem of deciding whether an image has texture; in other words, whether texture-based methods are suitable for processing the image. We define a texture to have a spatially uniform distribution of local gray-value variations. A fast algorithm for detecting regions that have texture according to this definition is presented. The performance of the method is demonstrated on several synthetic and natural images. Copyright (C) 1996 Pattern Recognition Society. Published by Elsevier Science Ltd.
引用
收藏
页码:1437 / 1446
页数:10
相关论文
共 11 条
[1]   MOSAIC MODELS FOR TEXTURES [J].
AHUJA, N ;
ROSENFELD, A .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1981, 3 (01) :1-11
[2]   SHAPE FROM TEXTURE - INTEGRATING TEXTURE-ELEMENT EXTRACTION AND SURFACE ESTIMATION [J].
BLOSTEIN, D ;
AHUJA, N .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1989, 11 (12) :1233-1251
[3]  
Brodatz P, 1966, TEXTURES PHOTOGRAPHI
[4]  
Cross G. R., 1983, Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, P211
[5]  
DINSTEIN I, 1993, P AS C COMP VIS OS J, P361
[6]   STATISTICAL AND STRUCTURAL APPROACHES TO TEXTURE [J].
HARALICK, RM .
PROCEEDINGS OF THE IEEE, 1979, 67 (05) :786-804
[7]   UNSUPERVISED TEXTURE SEGMENTATION USING GABOR FILTERS [J].
JAIN, AK ;
FARROKHNIA, F .
PATTERN RECOGNITION, 1991, 24 (12) :1167-1186
[8]  
Jain K, 1988, Algorithms for clustering data
[9]  
ROSENFELD A, 1970, 70116 U MAR
[10]  
TUCERYAN M, 1993, HDB PATTERN RECOGNIT, pCH11