A New Intelligent Fabric Defect Detection And Classification system Based on Gabor Filter and Modified Elman Neural Network

被引：5

作者：

Zhang, Y. H. ^{[1
]}

Yuen, C. W. M. ^{[1
]}

Wong, W. K. ^{[1
]}

机构：

[1] Hong Kong Polytech Univ, Inst Text & Clothing, Hong Kong, Hong Kong, Peoples R China

来源：

2ND IEEE INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER CONTROL (ICACC 2010), VOL. 2 | 2010年

关键词：

fabric defect detection; classification; Gabor filter; PID; Elman neural networ; OBJECT DETECTION; INSPECTION; VISION;

D O I：

10.1109/ICACC.2010.5486722

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

In this paper, one fabric defect detection and classification system based on 2D Gabor wavelet transform and Elman neural network is introduced. In the proposed scheme, the texture features of the textile fabric are extracted by using an optimal 2D Gabor filter. A new modified Elman network is proposed to classify the type of fabric defects which have a proportional (P), integral (I) and derivative (D) properties. The proposed inspecting system in this study is more feasible and applicable in fabric defect detection and classification.

引用

页码：652 / 656

页数：5

共 20 条

[1] Optimal Gabor filters for textile flaw detection
Bodnarova, A
Bennamoun, M
Latham, S
[J]. PATTERN RECOGNITION, 2002, 35 (12) : 2973 - 2991
[2] NEURAL-NET DESIGN OF MACRO GABOR WAVELET FILTERS FOR DISTORTION-INVARIANT OBJECT DETECTION IN CLUTTER
CASASENT, DP
SMOKELIN, JS
[J]. OPTICAL ENGINEERING, 1994, 33 (07) : 2264 - 2271
[3] CHENG YC, CYBERNETICS
[4] M-band wavelet discrimination of natural textures
Chitre, Y
Dhawan, AP
[J]. PATTERN RECOGNITION, 1999, 32 (05) : 773 - 789
[5] COHEN F, 1991, IEEE PAMI, V13
[6] DORRITY JL, 1994, REAL TIME FABRIC DEF, P193
[7] FINDING STRUCTURE IN TIME
ELMAN, JL
[J]. COGNITIVE SCIENCE, 1990, 14 (02) : 179 - 211
[8] Detection of local defects in textile webs using Gabor filters
Escofet, J
Navarro, R
Millan, MS
Pladellorens, J
[J]. OPTICAL ENGINEERING, 1998, 37 (08) : 2297 - 2307
[9] HINZE D, 1991, IMAGE SENSOR TECHNOL, V72, P958
[10] KNOLL AL, 1975, INT J CLOTH SCI TECH, V10, P365

← 1 2 →