期刊文献+

一种新的前后向扩散血管图像增强方法

Novel Vessel Image Enhancement Method with Forward and Backward Diffusion
下载PDF
导出
摘要 提出一种新的血管图像去噪和锐化方法。在对血管多尺度分析的基础上,利用血管响应函数替代梯度,构建血管的一致性扩散系数。该扩散系数包含前向和后向扩散操作,在去除图像噪声的同时,可以锐化血管。在合成图像、肺小血管图像上进行仿真实验,结果表明,该方法适用于模糊的医学血管噪声图像,不仅能较好地去除噪声,而且能锐化血管边缘。 A new method of vessel image enhancement is presented. Based on the multi-scale image analysis of vessel image, the vascular response function instead of gradient is applied to construct a vessel image diffusion coefficient. The constructed diffusion coefficient contains Forward and Backward(FAB) diffusion operation. While de-noising the image, it also sharpens the edge of the vessel image. Experiments on synthesis image and pulmonary image describe the performance of the method. This new method has a better result in image restoration than conventional diffusion methods.
出处 《计算机工程》 CAS CSCD 2012年第4期254-256,共3页 Computer Engineering
基金 国家自然科学基金资助项目(81000635) 湖南省自然科学基金资助项目(10JJ6507) 中国博士后基金资助项目(20090461303) 中南大学理科发展基金资助项目(10SDF07) 中南大学大学生创新计划基金资助项目(LD09191)
关键词 前后向扩散 多尺度分析 HESSIAN矩阵 二阶方向导数 图像锐化 去噪 Forward and Backward(FAB) diffusion multi-scale analysis Hessian matrix second order directional derivative image sharpening de-noising
  • 相关文献

参考文献9

  • 1Perona P, Malik J. Scale Space and Edge Detection Using Anisotropic Diffusion[J]. IEEE Trans. on Pattern Analysis and Machine Intelligence, 1990, 12(7): 629-639.
  • 2Catte F. Image Selective Smoothing and Edge Detection by Non- linear Diffusion[J]. SIAM Journal on Numerical Analysis, 1992, 29(1): 182-193.
  • 3Weickert J. Anisotropic Diffusion Filters for Image Processing Based on Quality Control[C] //Proc. of the 7th European Conf. on Mathematics in Industry. [S. l.] : IEEE Press, 1994.
  • 4Gilboa G, Sochen N. Forward and Bcakward Diffusion Processes for Adaptive Image Enhancement and Deniosing[J]. IEEE Trans. on Image Processing, 2002, 11(7): 689-703.
  • 5喻罡,张红梅,卞正中,郭佑民.一种改进的一致性扩散图像增强方法[J].电子与信息学报,2005,27(9):1408-1411. 被引量:6
  • 6Friman O, Hindennach M. Multiple Hypothesis Template Tracking of Small 3D Vessel Structures[J]. Medical Image Analysis, 2010, 14(2): 160-171.
  • 7Phan T H. Vessel Enhancement Filter Using Directional Filter Bank[J]. Computer Vision and Image Understanding, 2009, 113(1): 101-112.
  • 8Frangi A F. Multiscale Vessel Enhancement Filtering[C] //Proc. of MICCAI’98. Berlin, Germany: [s. n.] , 1998.
  • 9Remaki L. Numerical Schemes of Shock Filter Models for Image Enhancement and Restoration[J]. Journal of Mathematical Imaging and Vision, 2003, 18(2): 129-143.

二级参考文献12

  • 1Weickert J. A review of nonlinear diffusion filtering. Proceedings of the First International Conference on Scale-Space Theory in Computer Vision, London UK, 1997, 1252:3 - 28.
  • 2Perona P, Malik J. Scale-space and edge detection using anisotropic diffusion. IEEE Trans. on Machine Intelligence,Berkey USA, 1990, 12 (7): 629 - 639.
  • 3Saito T, Harada H, Satsumabayashi J, Kumatsu T. Color image sharpening based on nonlinear reaction-diffusion. 2003International Conference on Image Processing, Yokohama,Japan, Sept. 2003, 3:389 - 392.
  • 4Rudin L I, Osher S, Fatemi E. Nonlinear total variation based noise removal algorithms. Physica D, 1992, 60(4): 259 - 268.
  • 5Weisenseel R A, Karl W C, Castanon D A. A region-based alternative for edge-preserving smoothing. Proceedings 2000International Conference on Image Processing, Vancouver,Canada, Sept. 2000, 3:778 - 781.
  • 6Diewald U, Preusser T, Rumpf M, Strzodka R. Diffusion models and their accelerated solution in image and surface processing.Proceeding of Algoritmy 2000, Acta Math Univ Comenianae,2001, LXX: 15 - 31.
  • 7Chen Y, Levine S E. Image recovery via diffusion tensor and time-delay regularization. Journal of Hsual Communication and Image Representation, 2002, 13(3): 156- 175.
  • 8Weickert J. Coherence-enhancing diffusion of color images.Image and Vision Computing, 1999, 17(3): 201 - 212.
  • 9Bakalexis S A, Boutalis Y S, Mertzios B G. Edge detection and image segmentation based on nonlinear anisotropic diffusion.2002 14th Intemational Conference on Digital Signal Processing,Xanthi, Greece, July 2002, 2:1203 - 1206.
  • 10Cottet G H, Germain L. Image processing through reaction combined with nonlinear diffusion. Math Comp, 1993, 61(10):659 - 673.

共引文献5

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