首页 | 本学科首页   官方微博 | 高级检索  
     

一种基于Hough变换和图像融合的快速破损检测
引用本文:刘娣,周武能,张详位.一种基于Hough变换和图像融合的快速破损检测[J].计算机与现代化,2014(9):72-76.
作者姓名:刘娣  周武能  张详位
作者单位:东华大学信息科学与技术学院,上海201620
摘    要:针对工业破损检测的现状进行研究,提出运用数字图像处理系统代替传统的硬件检测。首先对薄膜进行图像预处理,运用Hough(霍夫)变换分割出连续2帧的感兴趣区域,运用小波变换增强图像对比度;其次计算各个像素点的EOI(拉普拉斯能量)和VI(对比度),将归一化处理后的值作为图像融合的系数;最后把融合后图像转化到HSI(色度、饱和度、亮度)空间,进行阈值分割,进行破损判别。实验表明,这种检测方法具有抗干扰性强、成本低、准确性高、计算量小、识别速度快的优点,基本能实现包装的实时检测。

关 键 词:数字图像处理  Hough变换  破损检测  图像融合  透明薄膜包装

A Fast Breakage Detection Based on Hough Transform and Image Fusion
LIU Di,ZHOU Wu-neng,ZHANG Xiang-wei.A Fast Breakage Detection Based on Hough Transform and Image Fusion[J].Computer and Modernization,2014(9):72-76.
Authors:LIU Di  ZHOU Wu-neng  ZHANG Xiang-wei
Affiliation:(College of Information Science and Technology, Donghua University, Shanghai 201620, China)
Abstract:The status of industrial breakage detection has been studied , we propose making the digital image processing system replace the traditional hardware detection , then the first is image preprocessing to membrane , using Hough transform to segment region of interest for two consecutive frames , image contrast enhancement using wavelet transform , the followed is to calculate the energy of Laplace(EOI) for each pixel and Visibility(VI), the normalized value of the processed image fusion as a factor , and finally fused image was transformed into HSI space , then is the threshold segmentation , to discriminate the damaged .Experiments show that this detection method has strong anti-interference, low cost, high accuracy, small amount of calculation to identify the advantages of speed , meets the requirements of the real-time detection in the industrial field .
Keywords:digital image processing  Hough transformation  breakage detection  image fusion  packaging of transparent film
本文献已被 CNKI 维普 等数据库收录!
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号