期刊文献+

基于多相Mumford-Shah模型最小图分割的视乳头杯盘分割 被引量:1

Segmentation of optic cup and disk in optic nerve head images based on graph min-cut method for multiphase Mumford-Shah model
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摘要 为了有效地解决血管遮挡、噪声污染、光照不均、对比度小以及个体间差异大等视乳头图像分割中固有的难题,提出采用基于图论的多相分段常数水平集Mumford-Shah图像分割模型及其相应的图分割最优化方法。实验表明,该方法能够比经典的多相分段常数水平集Mumford-Shah模型更快更精准地分割青光眼病人视乳头图像中的视杯和视盘形态。 In order to solve the existing problems caused by blood vessels obscuration,noise pollution,illumination odds,low contrast,and inter-differences when one segments the optic cup and disk in optic nerve head images,this paper proposed to use graph min-cut method for multiphase Mumford-Shah model.The tests demonstrate that the proposed method is more efficient and more accurate than PCLSM for multiphase Mumford-Shah model.
出处 《计算机应用研究》 CSCD 北大核心 2011年第8期3151-3154,3158,共5页 Application Research of Computers
基金 国家自然科学基金资助项目(60872130 60835004 61072121) 湖南省自然科学基金资助项目(09JJ3118)
关键词 图分割 MUMFORD-SHAH模型 分段常数水平集方法 医学图像分割 青光眼 graph cuts Mumford-Shah model piecewise constant level set methods(PCLSM) medical image segmentation glaucoma
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参考文献19

  • 1刘国才,王耀南,全惠敏.基于多层Mumford-Shah向量模型的彩色视乳头图像杯盘重建、分割与度量[J].中国生物医学工程学报,2007,26(5):700-707. 被引量:11
  • 2CHRASTEK R, WOLF M, DONATH K, et al. Automated segmentation of the optic nerve head for diagnosis of glaucoma[ J]. Medical Image Analysis,2005,9(4) :297-314.
  • 3LOWELL J, HUNTER A, STEEL D ,et al. Optic nerve head segmentation[J]. IEEE Trans on Medical Imaging,2004,23(2) ;256-264.
  • 4XU Juan, CHUTATAPE O, SUNG E,et al. Optic disk feature extraction via modified deformable model technique for glaucoma analysis [ J] . Pattern Recognition,2007,40( 1 ) :2063-2076.
  • 5WONG D, LIU J, LIM J H, et al. Level-set based automatic cup-todisc ratio determination using retinal fundus images in ARGALI [ C ]//Proc of the 30th Annum International Conference on Engineering in Medicine and Biology Society. 2008:2266-2269.
  • 6刘国才,王耀南.基于水平集逐层迭代算法的多层Mumford-Shah图像分割、去噪与重建模型[J].自动化学报,2006,32(4):534-540. 被引量:6
  • 7刘国才,王耀南,段宣初.基于知识的多层Mumford-Shah向量值图像分割模型[J].自动化学报,2009,35(4):356-363. 被引量:4
  • 8BAE E, TAI Xue-cheng. Graph cuts for the multiphase Mumford-Shah model using piecewise constant level set methods [ J ]. Proceedings of the National Institute for Mathematical Sciences,2008,3(9) : 127-135.
  • 9MENDELS F, HENEGHAN C, THIRAN J P. Identification of the optic disk boundary in retinal images using active contours[ C]//Proc of Irish Machine Vision and Image Processing Conference. Dublin, Ire- land : IEEE Press, 1999 : 103-115.
  • 10LIE J, LYSAKER M ,TAI Xue-cheng. A variant of the level set method and applications to image segmentation[ J]. Mathematics for Computation,2006,75 (255) : 1155-1174.

二级参考文献52

  • 1徐亮.识别早期青光眼视神经损害的新概念[J].眼科,2003,12(6):324-326. 被引量:31
  • 2刘国才,王耀南.基于水平集逐层迭代算法的多层Mumford-Shah图像分割、去噪与重建模型[J].自动化学报,2006,32(4):534-540. 被引量:6
  • 3刘国才,王耀南.多层Mumford-Shah向量值图像分割、去噪与重建模型[J].自动化学报,2007,33(6):602-607. 被引量:5
  • 4Yang J, Duncan J S. 3D image segmentation of deformable objects with joint shape-intensity prior models using level sets. Medical Image Analysis, 2004, 8(3): 285-294
  • 5Osher S, Sethian J A. Fronts propagating with curvature dependent speed: algorithms based on Hamilton-Jacobi formulations. Journa2 of Computational Physics, 1988, 79(1): 12-49
  • 6Adalsteinsson D, Sethian J A. A fast level set method for propagating interfaces. Journal of Computational Physics, 1995, 118(2): 269-277
  • 7Zeng X L, Staib L H, Schultz R T, Duncan J S. Segmentation and measurement of the cortex from 3D MR images using coupled surfaces propagation. IEEE Transactions on Medical Imaging, 1999, 18(10): 927--937
  • 8Cootes T F, Taylor C J, Cooper D H, Graham J. Active shape models - their training and application. Computer Vision and Image Understanding, 1995, 61(1): 38-59
  • 9Leventon M, Grimson E, Faugeras O. Statistical shape influence in geodesic active contours. In: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Hilton Head Islands, USA: IEEE, 2000. 316-323
  • 10Tsai A, Yezzi A, Wells W, Tempany C, Tucker D, Fan A. A shape-based approach to the segmentation of medical imagery using level sets. IEEE Transactions on Medical Imaging, 2003, 22(2): 137-154

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