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基于小波静态分解的离散小疵点检测 被引量:2

Small fabric defect detection based on wavelet static decomposition
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摘要 在分析织物疵点特点的基础上,提出了一种新的检测方法.首先根据正常织物小波分解后的能量来确定小波基和小波分解层数.接着对测试图像进行小波静态分解,然后提取子图中的子窗口标准差作为提取的特征;在此基础上,通过与正常子图中的特征相比较来判断小疵点是否存在.最后通过提取特征构造的标准差图确定小疵点的位置.实验表明,该检测方法是有效的. On the basis of analysis of the defect characteristicsof fabrics,a new method for small defect detection was presented.Firstly,the normal fabric energy of wavelet decomposition was used to determine the wavelet func-tion and level of wavelet decomposition.The test image was decomposed statically by wavelet,and then stan-dard deviation of sub-window in the sub-image was extracted as the extracted features,which was compared with the normal sub-image features to determine the existence of defects.Finally,the location of defect was determined by the standard deviation image.Experimental results show that this method is effective.
出处 《天津工业大学学报》 CAS 北大核心 2010年第5期73-76,共4页 Journal of Tiangong University
基金 西安工程大学博士科研基金项目(BS1005)
关键词 小波分解 特征提取 标准差图 疵点检测 wavelet decomposition feature extraction standard deviation image defect detection
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