详细信息
基于轮廓重构和特征点弦长的图像检索 ( EI收录)
Image Retrieval Based on Contour Reconstruction and Feature Point Chord Length
文献类型:期刊文献
中文题名:基于轮廓重构和特征点弦长的图像检索
英文题名:Image Retrieval Based on Contour Reconstruction and Feature Point Chord Length
作者:师文[1,2];朱学芳[1]
第一作者:师文
通讯作者:Shi, W.
机构:[1]南京大学信息管理学院多媒体信息处理研究所;[2]河南财经政法大学计算机与信息工程学院
第一机构:南京大学信息管理学院多媒体信息处理研究所,江苏南京210093
通讯机构:[1]Institute of Multimedia Information Processing, School of Information Management, Nanjing University, Nanjing 210093, China
年份:2014
卷号:25
期号:7
起止页码:1557-1569
中文期刊名:软件学报
外文期刊名:Journal of Software
收录:CSTPCD;;EI(收录号:20143118006330);Scopus(收录号:2-s2.0-84904741736);北大核心:【北大核心2011】;CSCD:【CSCD2013_2014】;
基金:国家社会科学基金重大招标项目(10&ZD134)
语种:中文
中文关键词:图像检索;轮廓重构;傅立叶描述子;特征点弦长函数;不变性
外文关键词:image retrieval;contour reconstruction;Fourier descriptors;fearure point chord length function;invariance
摘要:轮廓描述法作为形状检索中最为关键的步骤,应体现目标的整体形状信息和重要特征点信息,并具备对噪声干扰的鲁棒性.提出一种基于轮廓重构和特征点弦长的图像检索算法,首先在目标轮廓提取的基础上分析轮廓的能量保持率,并进行轮廓的降维重构处理,从而减少了随机噪声造成的轮廓畸变.然后,通过新定义的支持域来计算轮廓点的特征强度,并分析了支持域半径与特征点提取结果的关系,从而筛选出有效的轮廓特征点.最后,根据轮廓点和相应特征点间的弦长关系构造轮廓特征函数,经相应处理后,最终得到的形状描述子满足不变性要求.大量实验结果表明,该算法无论是在常规样本库中,还是在噪声样本库中都具有更优的检索性能.
As the most important step in shape-based image retrieval, the description of image contour should reflect the information of global shape and key points, and be robust to random noise. This paper proposes a new image retrieval method based on contour reconstruction and feature point chord length. First, the contour of the shape is extracted, and in order to reduce the distortion caused by random noise, the contour is reconstructed by analyzing the energy retention rate. Then, base on the new defined supportive region, the feature intensity is calculated at each point of the contour to extract the valid feature points. After that, the contour feature function is structured by using the chord length between contour points and corresponding feature points. Finally, the shape descriptors are processed to meet the invariance property. A significant amount of experiments show that, in both normal and noisy sample sets, the proposed method demonstrates better performance compared with other seven techniques.
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