A Theory for Multiresolution Signal Decomposition: The Wavelet Representation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Digital Image Processing
Wavelet methods for texture defect detection
ICIP '97 Proceedings of the 1997 International Conference on Image Processing (ICIP '97) 3-Volume Set-Volume 3 - Volume 3
Bandwidth requirements for Walsh functions (Corresp.)
IEEE Transactions on Information Theory
A note on the finite Walsh transform (Corresp.)
IEEE Transactions on Information Theory
Automated Visual Inspection: A Survey
IEEE Transactions on Pattern Analysis and Machine Intelligence
Neural network based defect inspection from images
SPPR'07 Proceedings of the Fourth conference on IASTED International Conference: Signal Processing, Pattern Recognition, and Applications
Motif-based defect detection for patterned fabric
Pattern Recognition
Fabric defect detection using modified local binary patterns
EURASIP Journal on Advances in Signal Processing
Stitching defect detection and classification using wavelet transform and BP neural network
Expert Systems with Applications: An International Journal
Recycled paper visual indexing for quality control
Expert Systems with Applications: An International Journal
A robust bread defect detection and counting system
ICACT'09 Proceedings of the 11th international conference on Advanced Communication Technology - Volume 2
Neural network based defect inspection from images
SPPRA '07 Proceedings of the Fourth IASTED International Conference on Signal Processing, Pattern Recognition, and Applications
Texture defect detection system with image deflection compensation
WSEAS Transactions on Computers
Ellipsoidal decision regions for motif-based patterned fabric defect detection
Pattern Recognition
Fabric defect classification using radial basis function network
Pattern Recognition Letters
Texture vision: a view from art conservation
Computing with instinct
Review article: Automated fabric defect detection-A review
Image and Vision Computing
Removal of surface artifacts of material volume data with defects
ICCSA'11 Proceedings of the 2011 international conference on Computational science and its applications - Volume Part II
Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
Automated defect detection in uniform and structured fabrics using Gabor filters and PCA
Journal of Visual Communication and Image Representation
Hi-index | 0.01 |
The wavelet transform (WT) has been developed over 20 years and successfully applied in defect detection on plain (unpatterned) fabric. This paper is on the use of the wavelet transform to develop an automated visual inspection method for defect detection on patterned fabric. A method called direct thresholding (DT) based on WT detailed subimages has been developed. The golden image subtraction method (GIS) is also introduced. GIS is an efficient and fast method, which can segment out the defective regions on patterned fabric effectively. In this paper, the method of wavelet preprocessed golden image subtraction (WGIS) has been developed for defect detection on patterned fabric or repetitive patterned texture. This paper also presents a comparison of the three methods. It can be concluded that the WGIS method provides the best detection result. The overall detection success rate is 96.7% with 30 defect-free images and 30 defective patterned images for one common kind of patterned Jacquard fabric.