广东工业大学学报 ›› 2011, Vol. 28 ›› Issue (4): 48-50.

• 综合研究 • 上一篇    下一篇

基于LAB颜色距离的共生矩阵的纹理特征提取

  

  1. 广东工业大学 自动化学院,广东 广州 510090
  • 出版日期:2011-12-25 发布日期:2011-12-25
  • 作者简介:欧阳敏(1985-),男,硕士研究生,主要研究方向为机器视觉.

The Extraction of Texture Based on the Co-occurrence Matrix -of LAB Color-Difference

  1. Faculty of Automation, Guangdong University of Technology, Guangzhou 510090, China
  • Online:2011-12-25 Published:2011-12-25

摘要: 针对光照对成像的影响,采用均值滤波抑制噪声对图像的干扰,从而达到减弱光照影响的目的.在此基础上,介绍了一种基于LAB颜色距离的共生矩阵提取颜色-纹理特征的图像分析方法.在灰度共生矩阵方法的基础上,发展出LAB颜色距离的共生矩阵方法,解决了灰度共生矩阵方法不能有效处理彩色图像的缺陷,并从LAB颜色距离的共生矩阵中提取颜色和纹理特征用于图像分析.该方法易于实现,且具有较好的检测效果.

关键词: 均值滤波;颜色;纹理;机器视觉;非接触测量

Abstract: To reduce the influence of illumination,mean filter was used to weaken the influence of the noise on the image. Then,the method of studying the image was presented, based on the cooccurrence matrix of LAB colordifference——a new conception which was proposed on the basis of gray level cooccurrence matrix. Both color and texture features were extracted from the cooccurrence matrix of LAB colordifference. The experimental results show that the method fits closely with human perception.

Key words: mean filter; color; texture; machine vision; contactless measurement

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