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基于兴趣点凸包的图像检索方法 被引量:10

New image retrieval method based on convex hull of interest points
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摘要 提出了一种基于兴趣点确定感兴趣区域的图像检索方法。在尺度归一化图像中检测兴趣点,然后对兴趣点求取凸包确定感兴趣区域,并用颜色直方图和Zernike矩作为特征进行检索,在保证图像检索对图像旋转、平移、缩放鲁棒性的前提下,将图像检索上升到物体层,克服了传统方法的不足。对1000幅图像进行的大量实验表明,该方法与其他基于兴趣点的方法相比,平均检索准确率提高了13%,可以更准确地查找到用户所需图像。 A new image retrieval method based on region of interest determined by interest points is presented.Interest points are detected from the scale normalized image.Then,the convex hull of interest points is calculated to extract the region of interest in the image.Color histogram and Zernike moments are used as image features to carry out retrieval.With robustness to image rotation,translation and scale,the method makes the retrieval implementation on the object level and avoids the shortcoming of traditional methods.Lots of experiments on 1000 images show that the method improves the average retrieval precision by 13%,compared with other interest points based retrieval methods.
出处 《光电子.激光》 EI CAS CSCD 北大核心 2010年第6期936-939,共4页 Journal of Optoelectronics·Laser
基金 国家自然科学基金资助项目(60802077 60603011)
关键词 图像检索 兴趣点 凸包 ZERNIKE矩 image retrieval interest points convex hull Zernike moments
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参考文献14

  • 1Schmid C, Mohr R. Local grayvalue invariants for image retrieval[J]. IEEE Trans on PAMI,1997,19(5) :530-535.
  • 2Bres S, Schettini R. Detection of interest points for image indexation[A]. IEEE Conference on Image Processing[C].1999, 227-234.
  • 3Heinrichs A, Koubaroulis D, Levienaise B. Image indexing and content based search using pre-attentive similarities[A]. IEEE Conference on Image Processing[C]. New York : IEEE, 2000, 132-138.
  • 4Wol C, Jolion J, Kropatsch W,et al. Content based image retrieval using interest points and texture features[A]. 15th International Conference on Pattern Recognition[C]. Barcelona:IAPR,2000,234-237.
  • 5孟繁杰,郭宝龙.一种基于兴趣点颜色及空间分布的图像检索方法[J].西安电子科技大学学报,2005,32(2):256-259. 被引量:25
  • 6丁贵广,戴琼海,徐文立.基于兴趣点局部分布特征的图像检索方法[J].光电子.激光,2005,16(9):1101-1106. 被引量:24
  • 7ZHENG Xin, ZHOU Ming-quan, WANG Xing-ce. Interest point based medical image retrieval[A]. Lecture Notes in Computer Science[C]. 2008,4987:118-124.
  • 8李杰,程义民,葛仕明,曾丹.基于显著点特征多示例学习的图像检索方法[J].光电子.激光,2008,19(10):1405-1409. 被引量:7
  • 9Muwei Jian, Shi Chen. Image retrieval based on clustering of salient points[A]. Proceedings-2008 2nd International Symposium on Intelligent Information Technology Application[C]. 2008,1:347-351.
  • 10Harris C, Stephens M. A combined corner and edge detector[A]. Proceedings of the Fourth Alvey Vision Conference[C]. Manchester,1988,147-151.

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