OPEN-SOURCE 4D STATISTICAL SHAPE MODEL OF THE HEART FOR X-RAY PROJECTION IMAGING

被引:0
|
作者
Unberath, Mathias [1 ,2 ,3 ]
Maier, Andreas [1 ,3 ]
Fleischmann, Dominik [4 ]
Hornegger, Joachim [1 ,3 ]
Fahrig, Rebecca [2 ]
机构
[1] FAU Erlangen Nurnberg, Pattern Recognit Lab, Erlangen, Germany
[2] Stanford Univ, Radiol Sci Lab, Stanford, CA 94305 USA
[3] FAU Erlangen Nurnberg, Grad Sch Adv Opt Technol, Erlangen, Germany
[4] Stanford Univ, Diagnost Radiol, Stanford, CA 94305 USA
来源
2015 IEEE 12th International Symposium on Biomedical Imaging (ISBI) | 2015年
关键词
Simulation; numerical phantom; XCAT; cone-beam; CT; open-source; CT;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We present an open-source 4D (3D+t) statistical shape model of the heart developed as numerical phantom for cone-beam CT simulation. The training set consists of surface meshes from 20 ten-phase-CT angiography data sets extracted using automatic registration-based segmentation. Incorporating 90% of the training set variation, the model exhibits a generalization ability of 5.00 +/- 0.93 m m and specificity of 7.30 +/- 0.97 m m. The model is implemented in CONRAD, an open-source simulation and reconstruction framework. We provide all algorithms and high resolution projection data on the project's homepage. To the best of our knowledge, this is the first open-source 4D statistical shape model of the heart.
引用
收藏
页码:739 / 742
页数:4
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