Automatic method based on image analysis for pilling evaluation in fabrics

被引:52
作者
Abril, HC
Millan, MS
Torres, Y
Navarro, R
机构
[1] Univ Politecn Cataluna, Dept Opt & Optometria, Barcelona 08222, Spain
[2] Univ Ind Santander, Lab Opt & Tratamiento de Senales, Santander, Colombia
[3] Consejo Super Invest Cientif, Inst Opt, Madrid 28006, Spain
关键词
pilling; web inspection; digital image processing; image segmentation;
D O I
10.1117/1.601881
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
A fully automatic method for pilling evaluation in wear-and-tear fabrics is developed from the image analysis of a set of standard photographs (Zweigle KG-741 Reutlingen). The method involves operations in both the spatial and frequency domains to segment pills from the textured background of the web. It calculates the total area of pilling in the sample image and assigns a degree of pilling according to the standard. Two mathematical descriptions are analyzed according to the underlying rule established by the standard images, using the visual estimation of the area of pilling performed by a group of observers. A logarithmic (in base two) approach, which is consistent with human visual perception laws and facilitates an optimization of the method, is eventually adopted. (C) 1998 Society of Photo-Optical Instrumentation Engineers. [S0091-3286(98)02111-4].
引用
收藏
页码:2937 / 2947
页数:11
相关论文
共 15 条
[1]   Filling evaluation in fabrics by digital image processing [J].
Abril, HC ;
Millan, MS ;
Navarro, R .
VISION SYSTEMS: APPLICATIONS, 1996, 2786 :19-28
[2]   Image segmentation based on a Gaussian model applied to pilling evaluation in fabrics [J].
Abril, HC ;
Millan, MS ;
Torres, Y ;
Navarro, R .
NEW IMAGE PROCESSING TECHNIQUES AND APPLICATIONS: ALGORITHMS, METHODS, AND COMPONENTS II, 1997, 3101 :283-291
[3]   A MATHEMATICAL MODEL OF PILLING MECHANISMS [J].
BRAND, RH ;
BOHMFALK, BM .
TEXTILE RESEARCH JOURNAL, 1967, 37 (06) :467-&
[4]  
BRZAKOVIC D, 1992, ADV IMAGE ANAL, P244
[5]   Defect detection in textured materials by optical filtering with structured detectors and self-adaptable masks [J].
Ciamberlini, C ;
Francini, F ;
Longobardi, G ;
Sansoni, P ;
Tiribilli, B .
OPTICAL ENGINEERING, 1996, 35 (03) :838-844
[6]  
DOUGUERTY ER, 1992, INTRO MORPHOLOGICAL, P120
[7]  
GASKILL JD, 1978, LINEAR SYSTEM FOURIE, P489
[8]   Texture characterization and defect detection using adaptive wavelets [J].
Jasper, WJ ;
Garnier, SJ ;
Potlapalli, H .
OPTICAL ENGINEERING, 1996, 35 (11) :3140-3149
[9]  
Konda A., 1990, J TEXT MACH SOC JPN, V3, P96, DOI 10.4188/jte1955.36.96
[10]   Fourier-domain-based angular correlation for quasiperiodic pattern recognition. Applications to web inspection [J].
Millan, MS ;
Escofet, J .
APPLIED OPTICS, 1996, 35 (31) :6253-6260