首页 | 本学科首页   官方微博 | 高级检索  
     

各向异性图像扩散的多重网格格子波尔兹曼方法
引用本文:黄彬,严壮志,周明. 各向异性图像扩散的多重网格格子波尔兹曼方法[J]. 应用科学学报, 2013, 31(6): 619-627. DOI: 10.3969/j.issn.0255-8297.2013.06.011
作者姓名:黄彬  严壮志  周明
作者单位:1. 上海大学通信与信息工程学院,上海2000722. 上海大学生物医学工程研究所,上海200072
基金项目:国家自然科学基金(No.61171146);上海市科委科技创新行动计划基金(No.11DZ1921702)资助
摘    要:为提高基于格子波尔兹曼(Lattice Boltzmann,LB) 模型图像降噪方法的计算效率和精度,提出了一种多重网格LB (multigrid LB,M-LB) 模型的降噪方法,即通过不同尺度网格的LB 模型实现各向异性图像扩散,在图像变化剧烈的区域采用较细尺度的网格,而在图像变化缓慢的区域采用较粗尺度的网格. 为验证M-LB 方法针
对斑点噪声抑制的效果与效率,对自然图像、合成图像、医学超声图像进行降噪处理,分别与现有的一种多重网格扩散方法和两种LB方法进行对比.实验结果显示,M-LB 方法较其他3 种方法抑制斑点噪声效果更好,降噪处理效率更高.

关 键 词:斑点噪声抑制  各向异性图像扩散  多重网格  格子波尔兹曼方法  
收稿时间:2013-02-01
修稿时间:2013-03-05

Multi-grid Lattice Boltzmann Method for Anisotropic Image Diffusion
HUANG Bin,YAN Zhuang-zhi,ZHOU Ming. Multi-grid Lattice Boltzmann Method for Anisotropic Image Diffusion[J]. Journal of Applied Sciences, 2013, 31(6): 619-627. DOI: 10.3969/j.issn.0255-8297.2013.06.011
Authors:HUANG Bin  YAN Zhuang-zhi  ZHOU Ming
Affiliation:1. School of Communication and Information Engineering, Shanghai University, Shanghai 200072, China;2. Institute of Biomedical Engineering, Shanghai University, Shanghai 200072, China
Abstract:To augment precision and computing efficiency of traditional Lattice Boltzmann (LB) methods in speckle reduction, this paper proposes a multi-grid LB (M-LB) method. The method automatically realizes anisotropic image diffusion of LB by applying different scales of grid: fine-grids are applied to regions with
obvious gradient change, and coarse-grids applied to regions with tiny gradient change. Experiments were carried out to test the method for speckle noise reduction. The proposed M-LB method was compared to an existing multi-grid method and two traditional LB methods. Natural images, composite images and medical ultrasound images were used. The experiments show that the M-LB method can achieve better denoising results and higher computation efficiency.
Keywords:speckle reduction  anisotropic image diffusion  multi-grid  Lattice Boltzmann method  
点击此处可从《应用科学学报》浏览原始摘要信息
点击此处可从《应用科学学报》下载全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号