Probabilistic tractography using Q-ball imaging and particle filtering: Application to adult and in-utero fetal brain studies

PontabryJ.; RousseauF.; OubelE.; StudholmeC.; KoobM.; DietemannJ.-L.

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Probabilistic tractography using Q-ball imaging and particle filtering: Application to adult and in-utero fetal brain studies

机译：使用Q球成像和粒子过滤的概率性体检术：在成人和子宫内胎儿脑研究中的应用

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By assuming that orientation information of brain white matter fibers can be inferred from Diffusion-Weighted Magnetic Resonance Imaging (DW-MRI) measurements, tractography algorithms provide an estimation of the brain connectivity in vivo. The two key ingredients of tractography are the diffusion model (tensor, high-order tensor, Q-ball, etc.) and the means to deal with uncertainty during the tracking process (deterministic vs probabilistic mathematical framework). In this paper, we investigate the use of an analytical Q-ball model for the diffusion data within a well-formalized particle filtering framework. The proposed method is validated and compared to other tracking algorithms on the MICCAI'09 contest Fiber Cup phantom. Tractographies of in vivo adult and fetal brain Diffusion-Weighted Images (DWIs) are also shown to illustrate the robustness of the algorithm.

机译：通过假设可以从弥散加权磁共振成像（DW-MRI）测量中推断出脑白质纤维的取向信息，射线照相术算法可以估算体内的大脑连通性。弹力学的两个关键要素是扩散模型（张量，高阶张量，Q球等）和在跟踪过程中处理不确定性的手段（确定性与概率性数学框架）。在本文中，我们调查了在形式化良好的粒子过滤框架内对扩散数据使用解析Q球模型的情况。对该方法进行了验证，并与MICCAI'09竞赛纤维杯模型上的其他跟踪算法进行了比较。还显示了体内成人和胎儿脑弥散加权图像（DWI）的术式，以说明该算法的鲁棒性。

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《Medical image analysis》 |2013年第3期|共14页
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PontabryJ.; RousseauF.; OubelE.; StudholmeC.; KoobM.; DietemannJ.-L.;
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正文语种 eng
中图分类影像诊断学;
关键词
Diffusion; MCMC; MRI; Particle filter; Tractography;

机译：扩散;MCMC;MRI;颗粒物过滤器;运动描记术;

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专利

1. Probabilistic tractography using Q-ball imaging and particle filtering: Application to adult and in-utero fetal brain studies [J] . PontabryJ., RousseauF., OubelE., Medical image analysis . 2013,第3期

机译：使用Q球成像和粒子过滤的概率性体检术：在成人和子宫内胎儿脑研究中的应用
2. Diffusion tensor imaging (DTI) of the brain in moving subjects: application to in-utero fetal and ex-utero studies. [J] . Jiang S, Xue H, Counsell S Magnetic resonance in medicine: official journal of the Society of Magnetic Resonance in Medicine . 2009,第3期

机译：运动对象大脑的弥散张量成像（DTI）：在宫内胎儿和宫外研究中的应用。
3. MRI of Moving Subjects Using Multislice Snapshot Images With Volume Reconstruction (SVR): Application to Fetal, Neonatal, and Adult Brain Studies [J] . Jiang S., Xue H., Glover A., IEEE Transactions on Medical Imaging . 2007,第7期

机译：使用体积重建（SVR）的多层快照图像对运动对象进行MRI：在胎儿，新生儿和成人脑研究中的应用
4. Probabilistic Tractography Using Q-Ball Modeling and Particle Filtering [C] . Julien Pontabry, Francois Rousseau MICCAI 2011;International conference on medical image computing and computer-assisted intervention . 2011

机译：使用Q-Ball建模和粒子滤波的概率论
5. Diffusion tensor tractography: Visualization and quantitation with applications to Alzheimer Disease and traumatic brain injury. [D] . Hwang, Darryl Hwa. 2012

机译：弥散张量张量成像：可视化和定量及其在阿尔茨海默氏病和脑外伤中的应用。
6. Wavelets filtering for classification of very noisy electron microscopic single particles images- application on structure determination of VP5-VP19C recombinant [O] . Ali Samir Saad 2003

机译：小波滤波用于高噪声电子显微单颗粒图像分类-在VP5-VP19C重组体结构测定中的应用
7. Probabilistic tractography using Q-ball imaging and particle filtering: Application to adult and in-utero fetal brain studies [O] . J. Pontabry, F. Rousseau, E. Oubel, 2013

机译：概率牵引使用Q-Ball成像和颗粒过滤：适用于成人和Utero胎儿脑研究

Probabilistic tractography using Q-ball imaging and particle filtering: Application to adult and in-utero fetal brain studies

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