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基于方向可调滤波器的多尺度水平集算法研究

Multiresolution Level Set Algorithm Based on Steerable Filter
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摘要 针对传统水平集算法只采用图像沿x、y两个方向的导数来作为图像梯度的缺点,提出了一种新的基于多方向的水平集研究算法。对图像进行两层方向可调金字塔分解,将图像分解成不同尺度、不同方向的子图像,并将水平集停止项中不同尺度的图像梯度由原来的两方向扩展为四方向,采用插值法将边缘提取结果从粗尺度投影到细尺度上。实验结果表明,该方法优于传统水平集变换法。 A new level set way based on multi-direction gradient is proposed, in order to solve the problem of the level set gradient that is got only through the derivative of x and y direction. The two-layer steerable pyramid is used to get some different scale and directional images. And the different scale image gradient of the level set stop item adapts the two-direction gradient modulus in the old model to the four-direction gradient modulus. The interpolation method is used to pass the result from the coarser scale to the finer one. The method is compared with the original level set method. And the experimental results show that the developed algorithm is verified better than the traditional one.
出处 《计算机工程》 EI CAS CSCD 北大核心 2006年第19期176-177,195,共3页 Computer Engineering
基金 国家航天基金资助项目(N4CH008) 航空基础科学基金资助项目(04I53067)
关键词 水平集 方向可控滤波器 边缘提取 多尺度 Level set Steerable filter Edge detection Multiresolution
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参考文献7

  • 1Simoncelli E P,Freeman W T The Steerable Pyramid:A Flexible Architecture for Multi-scale Derivative Computation[C].Proc.of IEEE Second Int'l Conf.on Image Processing,Washington D.C.,1995-10. 被引量:1
  • 2Goldenberg R,Kimmel R,Rivlin E,et al.Fast Geodesic Active Contours[J].IEEE Trans.on Image Processing,2001,10(10):1467. 被引量:1
  • 3Malladi R,Sethian J A,Vemuri B C.Shape Modeling with Front Propagation:A Level Set Approach[J].IEEE Trans.on PAMI,1995,17(2):158-175. 被引量:1
  • 4Paragios N K.Geodesic Active Regions and Level Set Methods:Contributions and Applications in Artificial Vision[D].France:School of Computer Sicence,University of Nice Sophia Antipolis,2000. 被引量:1
  • 5Suri J S.Leaking Prevention in Fast Level Sets Using Fuzzy Models:An Application in MR Brain[C].Proc.of Int.Conf.Inform.Tech.Biomedicine,2000:220-226. 被引量:1
  • 6李玲玲,周成平,丁明跃,张天序.基于易操纵金字塔的多传感器图像融合[J].计算机工程与应用,2003,39(22):24-26. 被引量:6
  • 7Karasaridis A,Simoncelli E.A Filter Design Technique for Steerable Pyramid Image Transforms[C].Proceedings of the IEEE International Conference on Acoustics,Speech and Signal Processing,Atlanta,Georgia,1996:2387-2390. 被引量:1

二级参考文献8

  • 1Butt P J,Adelson E H.The Laplacian Pyramid as a Compact Image Code[J].IEEE Transactions on Communications, 1983 ; 31 (4) : 532-540. 被引量:1
  • 2Toet A.Image Fusion by a Ratio of Low Pass Pyramid[J].Pattem Recognition Letters, 1989;9(4) :245-253. 被引量:1
  • 3Burt P J.A Gradient Pyramid Basis for Pattern-Selective Image Fusion. Society for Information Display Digest of Technical Papers, 1985 ; 16: 467-470. 被引量:1
  • 4Matsopoulos G K,Marshall S.Application of Morphological Pyramids: Fusion of MR and CT Phantoms[J].Joumal of Visual Communication and Image Representation, 1995 ; 16 ( 2 ) : 196-207. 被引量:1
  • 5H Li,Manjunath B S,Mitra S K.Multisensor Image Fusion Using the Wavelet Transform[J].Graph Models Image Process, 1995 ;57(3 ) : 235-245. 被引量:1
  • 6Freeman W T,Adelson E H.Steerable Filters for Early Vision.Image Analysis and Wavelet Decomposition,1990:406-415. 被引量:1
  • 7Freeman W T,Adelson E H.The Design and Use of Steerable Filters [J].IEEE Transactions on Pattern Analysis and Machine Intelligence, 1991 ; 13(9) :891-906. 被引量:1
  • 8Eskicioglu P S Fisher.Image Quantity Measures and Their Performanee[J].IEEE Transactions on Communications,1995;43(12):2959-2965. 被引量:1

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