A Web platform for the interactive visualization and analysis of the 3D fractal dimension of MRI data

被引:24
|
作者
Jimenez, J. [1 ]
Lopez, A. M. [1 ]
Cruz, J. [1 ]
Esteban, F. J. [2 ]
Navas, J. [3 ]
Villoslada, P. [4 ]
Ruiz de Miras, J. [1 ]
机构
[1] Univ Jaen, Dept Comp Sci, Jaen 23071, Spain
[2] Univ Jaen, Dept Expt Biol, Jaen 23071, Spain
[3] Univ Jaen, Dept Math, Jaen 23071, Spain
[4] Hosp Clin Barcelona, Serv Neurol, Barcelona, Spain
关键词
3D fractal dimension; Box-counting; Skeleton; Magnetic-resonance imaging; WebGL; CUDA; WHITE-MATTER; CORTICAL SURFACE; ALGORITHM; COMPLEXITY;
D O I
10.1016/j.jbi.2014.05.011
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This study presents a Web platform (http://3dfd.ujaen.es) for computing and analyzing the 3D fractal dimension (3DFD) from volumetric data in an efficient, visual and interactive way. The Web platform is specially designed for working with magnetic resonance images (MRIs) of the brain. The program estimates the 3DFD by calculating the 3D box-counting of the entire volume of the brain, and also of its 3D skeleton. All of this is done in a graphical, fast and optimized way by using novel technologies like CUDA and WebGL. The usefulness of the Web platform presented is demonstrated by its application in a case study where an analysis and characterization of groups of 3D MR images is performed for three neurodegenerative diseases: Multiple Sclerosis, Intrauterine Growth Restriction and Alzheimer's disease. To the best of our knowledge, this is the first Web platform that allows the users to calculate, visualize, analyze and compare the 3DFD from MRI images in the cloud. (C) 2014 Elsevier Inc. All rights reserved.
引用
收藏
页码:176 / 190
页数:15
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