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计算机工程 ›› 2012, Vol. 38 ›› Issue (18): 186-189. doi: 10.3969/j.issn.1000-3428.2012.18.050

• 图形图像处理 • 上一篇    下一篇

一种基于稳定区域的图像特征描述子

管士勇,陆利忠,闫 镔,童 莉   

  1. (解放军信息工程大学信息工程学院,郑州 450002)
  • 收稿日期:2011-10-31 修回日期:2012-01-04 出版日期:2012-09-20 发布日期:2012-09-18
  • 作者简介:管士勇(1986-),男,硕士研究生,主研方向:图像配准,PCB缺陷检测;陆利忠,教授;闫 镔,副教授、博士;童 莉, 讲师、博士
  • 基金资助:
    国家“863”计划基金资助重点项目(2009AA012201)

An Image Feature Descriptor Based on Stable Region

GUAN Shi-yong, LU Li-zhong, YAN Bin, TONG Li   

  1. (Institute of Information Engineering, PLA University of Information Engineering, Zhengzhou 450002, China)
  • Received:2011-10-31 Revised:2012-01-04 Online:2012-09-20 Published:2012-09-18

摘要: 当不同成像条件下图像局部内容的特征存在明显差异时,会导致特征描述子难以正确匹配。为此,提出一种基于稳定区域的图像特征描述子。利用最大稳定极值区域检测算法提取图像的稳定区域,结合图像特征点的位置和尺度信息,根据稳定区域计算特征主方向,在适应于特征点所属稳定区域尺度的较大邻域内,生成基于对数-极坐标系的特征描述子。应用结果表明,该描述子在图像局部内容变化较大时仍具有旋转不变性和稳定的匹配性能,能有效解决印刷电路板CT图像的配准问题。

关键词: 特征描述子, 最大稳定极值区域, 印刷电路板图像, CT图像配准, 尺度不变特征变换, 相似区域

Abstract: Aiming at the large difference of local image context under different imaging condition, which leads to descriptors can not be matched correctly, this paper presents a descriptor based on stable region. It uses Maximally Stable Extremal Region(MSER) detector to extract the stable image region, then assigns the consistent orientation based on stable regions and computing the descriptor based on log-polar coordinate in the larger neighborhood that adapted to keypoint’s scale. It applies the descriptor in the CT image registration of Printed Circuit Board(PCB). Application results show that this descriptor is invariant to image rotation and can be used to perform reliable matching when the local image context changes, and has the distinctive performance to resolve ambiguities. The descriptor can work well in the CT image registration of PCB.

Key words: feature descriptor, Maximally Stable Extremal Region(MSER), Printed Circuit Board(PCB) image, CT image registration, Scale Invariant Feature Transform(SIFT), similar region

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