Higher order total variation regularization for EIT reconstruction

被引:25
作者
Gong, Bo [1 ,2 ]
Schullcke, Benjamin [1 ,2 ]
Krueger-Ziolek, Sabine [1 ,2 ]
Zhang, Fan [3 ]
Mueller-Lisse, Ullrich [2 ]
Moeller, Knut [1 ]
机构
[1] Furtwangen Univ, Inst Tech Med, Villingen Schwenningen, Germany
[2] Univ Munich, Dept Radiol, Munich, Germany
[3] Shandong Univ, Qilu Hosp, Dept Crit Care Med, Jinan, Shandong, Peoples R China
关键词
Electrical impedance tomography; Total generalized variation; Inverse problem; CYSTIC-FIBROSIS; VENTILATION;
D O I
10.1007/s11517-017-1782-z
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Electrical impedance tomography (EIT) attempts to reveal the conductivity distribution of a domain based on the electrical boundary condition. This is an ill-posed inverse problem; its solution is very unstable. Total variation (TV) regularization is one of the techniques commonly employed to stabilize reconstructions. However, it is well known that TV regularization induces staircase effects, which are not realistic in clinical applications. To reduce such artifacts, modified TV regularization terms considering a higher order differential operator were developed in several previous studies. One of them is called total generalized variation (TGV) regularization. TGV regularization has been successively applied in image processing in a regular grid context. In this study, we adapted TGV regularization to the finite element model (FEM) framework for EIT reconstruction. Reconstructions using simulation and clinical data were performed. First results indicate that, in comparison to TV regularization, TGV regularization promotes more realistic images.
引用
收藏
页码:1367 / 1378
页数:12
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