3D fabric feature extraction and defect classification using low-cost USB camera

Fikri Akbar; Habibullah Akbar; Nanna Suryana; Muhammad Husni

doi:10.1117/12.913388

30 September 2011 3D fabric feature extraction and defect classification using low-cost USB camera

Fikri Akbar, Habibullah Akbar, Nanna Suryana, Muhammad Husni

Proceedings Volume 8285, International Conference on Graphic and Image Processing (ICGIP 2011); 828513 (2011) https://doi.org/10.1117/12.913388
Event: 2011 International Conference on Graphic and Image Processing, 2011, Cairo, Egypt

Abstract

Defect detection on industrial product using vision system currently is considered as necessity. Quality control of product requires several key factors. Consistency of detection is one of the crucial factors in quality control. Previous method of defect detection requires human assistance. Vision system is the alternative solution for the inconsistent human-based detection. This article discusses defect detection, defect feature extraction and defect classification of fabric product. The solution proposed is by using statistical filter for defect recognition. Extracted features are GLCM-based features, and the proposed 3D defect feature. Defect classification is carried out using Neural Network. The result shows a promising result towards classifying defect product.

Citation Download Citation

Fikri Akbar, Habibullah Akbar, Nanna Suryana, and Muhammad Husni "3D fabric feature extraction and defect classification using low-cost USB camera", Proc. SPIE 8285, International Conference on Graphic and Image Processing (ICGIP 2011), 828513 (30 September 2011); https://doi.org/10.1117/12.913388

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available