Real-time surface inspection by texture

被引：44

作者：

Mäenpää, T ^{[1
]}

Turtinen, M ^{[1
]}

Pietikäinen, M ^{[1
]}

机构：

[1] Oulu Univ, Dept Elect & Informat Engn, Machine Vis Grp, FIN-90014 Oulu, Finland

来源：

REAL-TIME IMAGING | 2003年 / 9卷 / 05期

基金：

芬兰科学院;

关键词：

D O I：

10.1016/S1077-2014(03)00041-X

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper a real-time surface inspection method based on texture features is introduced. The proposed approach is based on the Local Binary Pattern (LBP) texture operator and the Self-Organizing Map (SOM). A very fast software implementation of the LBP operator is presented. The SOM is used as a powerful classifier and visualizer. The efficiency of the method is empirically evaluated in two different problems including textures from the Outex database and from a paper inspection problem. (C) 2003 Elsevier Ltd. All rights reserved.

引用

页码：289 / 296

页数：8

共 19 条

[1]

[Anonymous], P 2 INT WORKSH TEXT

[2]

[Anonymous], [No title captured], DOI DOI 10.1109/ICPR.2000.903698

[3]

Bodnarova A, 2000, INT C PATT RECOG, P799, DOI 10.1109/ICPR.2000.903038

[4] AUTOMATED INSPECTION OF TEXTILE FABRICS USING TEXTURAL MODELS [J].

COHEN, FS ;

FAN, ZG ;

ATTALI, S .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1991, 13 (08) :803-808

[5]

Dasarathy B.V., 1991, IEEE COMPUTER SOC TU

[6] Comparison of texture features based on Gabor filters [J].

Grigorescu, SE ;

Petkov, N ;

Kruizinga, P .

IEEE TRANSACTIONS ON IMAGE PROCESSING, 2002, 11 (10) :1160-1167

[7]

IIVARINEN J, 2000, MACHINE PERCEPTION A, V40, P231

[8] Feature selection: Evaluation, application, and small sample performance [J].

Jain, A ;

Zongker, D .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (02) :153-158

[9]

Kohonen T., 1997, Self-organizing Maps, V2nd ed.

[10] Defect detection in textured materials using gabor filters [J].

Kumar, A ;

Pang, GKH .

IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2002, 38 (02) :425-440

← 1 2 →