Flaw detection in jacquard fabrics using Gabor filters

被引:0
作者
Bodnarova, A [1 ]
Bennamoun, M [1 ]
Latham, SJ [1 ]
机构
[1] Queensland Univ Technol, Space Ctr Satellite Navigat, Brisbane, Qld 4001, Australia
来源
INTELLIGENT ROBOTS AND COMPUTER VISION XVIII: ALGORITHMS, TECHNIQUES, AND ACTIVE VISION | 1999年 / 3837卷
关键词
flaw detection; jacquard fabrics; texture segmentation; Gabor filters; multiresolution decomposition;
D O I
10.1117/12.360305
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This work is a part of ongoing research in the area of automatic visual inspection systems for real-time detection of fabric defects. The study aims to extend and evaluate the application of the joint space/spatial-frequency approach represented by the use of Gabor elementary functions for inspecting intricate jacquard patterns. It assesses the utility of multiresolution properties of Gabor filters and the need for adaptive selection and integration of appropriate resolution levels of the image pyramid. The choice of the appropriate levels takes into consideration characteristics of the potential defects.
引用
收藏
页码:254 / 265
页数:12
相关论文
共 11 条
[1]  
BODNAROVA A, IN PRESS PATTERN ANA
[2]   MULTICHANNEL TEXTURE ANALYSIS USING LOCALIZED SPATIAL FILTERS [J].
BOVIK, AC ;
CLARK, M ;
GEISLER, WS .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1990, 12 (01) :55-73
[3]   UNCERTAINTY RELATION FOR RESOLUTION IN SPACE, SPATIAL-FREQUENCY, AND ORIENTATION OPTIMIZED BY TWO-DIMENSIONAL VISUAL CORTICAL FILTERS [J].
DAUGMAN, JG .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1985, 2 (07) :1160-1169
[4]  
DORRITY J, 1996, 1996 IEEE ANN TEXT F, P1
[5]   OPTIMAL GABOR FILTERS FOR TEXTURE SEGMENTATION [J].
DUNN, D ;
HIGGINS, WE .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1995, 4 (07) :947-964
[6]   Detection of local defects in textile webs using Gabor filters [J].
Escofet, J ;
Navarro, R ;
Millan, MS ;
Pladellorens, J .
VISION SYSTEMS: NEW IMAGE PROCESSING TECHNIQUES, 1996, 2785 :163-170
[7]   Detection of local defects in textile webs using Gabor filters [J].
Escofet, J ;
Navarro, R ;
Millan, MS ;
Pladellorens, J .
OPTICAL ENGINEERING, 1998, 37 (08) :2297-2307
[8]   UNSUPERVISED TEXTURE SEGMENTATION USING GABOR FILTERS [J].
JAIN, AK ;
FARROKHNIA, F .
PATTERN RECOGNITION, 1991, 24 (12) :1167-1186
[9]   A comparison of texture feature extraction using adaptive Gabor filtering, pyramidal and tree structured wavelet transforms [J].
Pichler, O ;
Teuner, A ;
Hosticka, BJ .
PATTERN RECOGNITION, 1996, 29 (05) :733-742
[10]  
Thomas T., 1993, 1993 CompEuro Proceedings. Computers in Design, Manufacturing, and Production (Cat. No.93CH3320-9), P16, DOI 10.1109/CMPEUR.1993.289826