期刊文献+

一种基于小波变换的多尺度图像配准算法

A multi-scale image registration algorithm based on wavelet transform
下载PDF
导出
摘要 在研究传统Harris角点检测算法的基础上,结合小波变换的多分辨率特性,提出一种基于小波变换边缘检测与Harris角点检测的多尺度图像配准算法。该算法保持了Harris角点检测算法在图像旋转、缩放或灰度变化时角点提取效果依然良好的优点,改进了其对噪声敏感且不具有尺度不变性的缺点,在不同尺度上有较高稳定性与匹配精准度,抗噪性较强。 Based on the study of traditional Harris comer detection algorithm, combined with the multi-resolution features of wavelet transform, a muti-scale image registration algorithm based on the wavelet edge detection and Harris comer detection is proposed. When the image exist rotation, zooming or gray change, the comer detection effect of Harris algorithm is still good. The algorithm improves the shortcomings of noise sensitive and not having scale invariance, have strong noise immunity, higher stability and matching accuracy in different scales.
出处 《天津职业技术师范大学学报》 2011年第3期36-39,共4页 Journal of Tianjin University of Technology and Education
基金 天津市高等学校科技发展基金项目(20080708) 天津市应用基础及前沿技术研究计划(09JCYBJC27300)
关键词 图像配准 小波变换 角点检测 image registration wavelet transform comer detection
  • 相关文献

参考文献8

  • 1樊志华,王春鸿,饶长辉,姜文汉.基于Harris角点量与相位相关的亚像素级图像配准方法[J].计算机应用研究,2011,28(2):788-791. 被引量:15
  • 2丁莹,李文辉,范静涛,杨华民.基于多尺度Harris角点SAM的医学图像配准算法[J].中国图象图形学报,2010,15(12):1762-1768. 被引量:7
  • 3Cordelia Schmid,Roger Mohr,Christian Bauckhage.Evaluation of Interest Point Detectors[J]. International Journal of Computer Vision . 2000 (2)
  • 4MOIGNE J LE,CAMPBELL WJ,CROMP RF.An automat-ed parallel image registration technique based on the corre-lation of wavelet features[J.]. IEEE Transactions on Geo-science and Remote Sensing . 2002
  • 5YOU J,BHATTACHARYA P A.Wavelet-based coarse-to-fine image matching scheme in a parallel virtual machineenvironment[J.]. IEEE Transactions on Image Processing . 2004
  • 6Barbara Zitova,Jan Flusser.Image registration methods: a survey. Image and Vision Computing . 2003
  • 7Harris C,Stephens M.A combined corner and edge detector. Proceedings of the 4th Alvey Vision Conference . 1988
  • 8Fishler M A,Bolles R C.Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography. Communications of the ACM . 1981

二级参考文献28

  • 1张二虎,卞正中.基于最大熵和互信息最大化的特征点配准算法[J].计算机研究与发展,2004,41(7):1194-1199. 被引量:29
  • 2刘卫光,崔江涛,周利华.插值和相位相关的图像亚像素配准方法[J].计算机辅助设计与图形学学报,2005,17(6):1273-1277. 被引量:29
  • 3卢振泰,陈武凡.基于共生互信息量的医学图像配准[J].计算机学报,2007,30(6):1022-1027. 被引量:27
  • 4Viola P, Wells W M. Alignment by maximization of mutual information [ C ]//Proceedings of International Conference on Computer Vision. Washington, DC, USA: IEEE Computer Society, 1995 : 16-23.
  • 5Collignon A, Maes F, Delaere D, et al. Automated multimodality medical image registration using information theory [ C ]// Information Processing in Medical Imaging: Computational Imaging and Vision. Den haag, the Netherland: Kluwer Academic Publishers. 1995,263-274.
  • 6Studholme C, Hill D L G, Hawkes D J. An overlap invariant entropy measures of 3D medical image alignment [ J]. Pattern Recognition, 1999, 32( 1 ) :71-86.
  • 7Pluim J, Maintz J, Viergever M A. Image registration by maximization mutual information and gradient information [ J]. IEEE Transactions on Medical Imaging, 2001, 19(8) :809-814.
  • 8Pluim J P W, Maintz J B A, Viergever M A. Information measures in medical image registration[J]. IEEE Transactions on Medical hnaging, 2004, 23(12) : 1508-1516.
  • 9Yves Dufournaud, Cordelia Schmid, Radu Horaud. Image matching with scale adjustment [J]. Computer Vision and Image Understanding, 2004, 93 (2) : 175-194.
  • 10Caner G, Tekalp A M, Sharma G, et al. Local image registration by adaptive filtering [ J ]. IEEE Transactions on Image Processing, 2006, 15 (10) :3053-3065.

共引文献20

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部