期刊文献+

一类完备正交函数系下的轮廓曲线匹配算法 被引量:3

Contour Matching Approach with a Class of Complete Orthogonal System
在线阅读 下载PDF
导出
摘要 轮廓曲线包含了图像中大量的关键信息,主要用于探讨基于轮廓曲线的图像匹配问题.在假定图像间具有相似关系的前提下,借助于一种完备正交函数系V系统,提出一种新的曲线匹配算法.首先由V描述子评估曲线间的相似度,以此确定匹配曲线段,然后求得曲线间的变换参数,最后进行了图像拼接测试.该算法着眼于轮廓线的整体特征且不需要提取曲线的局部特征,避免了特征选取这一难点.大量的模拟及真实图像实验结果表明,从图像中提取的2条曲线间即使不严格满足相似变换关系,依然可取得比较满意的结果,从而验证了文中算法的可行性. Considering that contour contains a lot of critical information in the image,a new curve matching algorithm is proposed based on the V-system which is a class complete orthogonal function system under the assumption that the two images are similar.Firstly,the distance is calculated between curves using the descriptor of V-system to find the matching curves,and then the matching parameters are evaluated,Finally,the two images are stitched together.Different from the existing approaches,this paper considers contour features as a whole feature curve,thus the difficulty of feature selection is avoided.Through a large number of simulations and real images,in spite of the fact that the images do not satisfy the similar transformation strictly,the result is still satisfactory which verifies the feasibility of the algorithm.
出处 《计算机辅助设计与图形学学报》 EI CSCD 北大核心 2012年第4期471-477,共7页 Journal of Computer-Aided Design & Computer Graphics
基金 国家自然科学基金(60973005) 北京市教育委员会科技计划面上项目(KM201010009008)
关键词 完备正交系 V系统 曲线匹配 相似变换 complete orthogonal system V-system curve matching similar transformation
  • 相关文献

参考文献14

  • 1丁险峰,吴洪,张宏江,马颂德.形状匹配综述[J].自动化学报,2001,27(5):678-694. 被引量:88
  • 2Freeman H.Shape description via the use of critical points[J].Pattern Recognition,1978,10(3):159 166
  • 3Sederberg T W,Greenwood E.A physically based approachto 2-D shape bending[C]??Proceedings of the 19th AnnualConference on Computer Graphics and Interactive Techniques.New York:ACM Press,1992:25 34
  • 4Ayache N J,Faugeras O D.HYPER:a new approach for therecognition and positioning of two-dimensional objects[J].IEEE Transactions on Pattern Analysis and MachineIntelligence,1986,8(1):44 54
  • 5Umeyama S.Parameterized point pattern matching and itsapplication to recognition of object families[J].IEEETransactions on Pattern Analysis and Machine Intelligence,1993,15(2):136 144
  • 6Wolfson H J.On curve matching[J].IEEE Transactions onPattern Analysis and Machine Intelligence,1990,12(5):483 489
  • 7Belongie S,Malik J,Puzicha J.Shape matching and objectrecognition using shape contexts[J].IEEE Transactions onPattern Analysis and Machine Intelligence,2002,24(4):509 522
  • 8Zahn C T,Roskies R Z L.Fourier descriptors for planeclosed curves[J].IEEE Transactions on Computers,1972,21(3):269 281
  • 9Chen Q S,Defrise M,Deconinck F.Symmetric phase-onlymatched filtering of Fourier-Mellin transforms for imageregistration and recognition[J].IEEE Transactions onPattern Analysis and Machine Intelligence,1994,16(12):1156 1168
  • 10Reddy B S,Chatterji B N.An FFT-based technique fortranslation,rotation,and scale-invariant image registration[J].IEEE Transactions on Image Processing,1996,5(8):1266 1271

二级参考文献55

  • 1蔡占川 孙伟 齐东旭.基于正交完备U-系统的图形分类与识别方法.软件学报,2006,17(1):21-27.
  • 2Zhang D S, Lu G J. Review of shape representation and description techniques [J]. Pattern Recognition, 2004, 37 (1): 1-19.
  • 3Kunttul I, Lepisto L, RauhamaaJ, etal. MultiscaleFourier descriptor for shape classification [C] //Proceedings of International Conference on Image Analysis and Processing. Washington D C: IEEE Computer Society Press, 2003: 536- 541.
  • 4Hu M K. Visual pattern recognition by moment invariants [J]. IRE Transactions on Information Theory, 1962, 8 (2) : 179-187.
  • 5Khotanzad A, Hong Y H. Invariant image recognition by Zernike moments[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1990, 12(5): 489-497.
  • 6Bai X, Lateckl L context-sensitive shape J, Liu W Y, et al. Learning similarity by graph transduction [J]. IEEE Transactions on Intelligence, 2010, 32(5).
  • 7Shu X, Wu X J. A novel contour descriptor for 2D shape matching and its application to image retrieval [J].Image and Vision Computing, 2011, 29(4): 286-294.
  • 8El-ghazal A, Basir O, Belkasim S. Farthest point distance: a new shape signature for Fourier descriptors[J].Signal Processing: Image Communication, 2009, 24(7): 572-586.
  • 9Nasreddine K, Benzinou A, Fabler R, Variational shape matching for shape classification and retrieval [J].Pattern Recognition Letters, 2010, 31(12), 1650-1657.
  • 10Peng H L, Chen S Y. Trademark shape recognition using closed contours [J].Pattern Recognition Letters, 1997, 18 (8) : 791-803.

共引文献144

同被引文献34

引证文献3

二级引证文献4

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