Towards Clinical Application of a Laplace Operator-Based Region of Interest Reconstruction Algorithm in C-Arm CT

被引:10
|
作者
Xia, Yan [1 ,2 ]
Hofmann, Hannes [1 ]
Dennerlein, Frank [3 ]
Mueller, Kerstin [1 ,2 ]
Schwemmer, Chris [1 ,2 ]
Bauer, Sebastian [4 ]
Chintalapani, Gouthami [5 ]
Chinnadurai, Ponraj [5 ]
Hornegger, Joachim [1 ,2 ]
Maier, Andreas [1 ]
机构
[1] Univ Erlangen Nurnberg, Pattern Recognit Lab, D-91058 Erlangen, Germany
[2] Univ Erlangen Nurnberg, Erlangen Grad Sch Adv Opt Technol SAOT, D-91052 Erlangen, Germany
[3] Siemens AG, Healthcare Sect, D-91052 Erlangen, Germany
[4] Siemens AG, Healthcare Sect, D-91301 Forchheim, Germany
[5] Siemens Med Solut USA Inc, Hoffman Estates, IL 60195 USA
关键词
C-arm CT; dose reduction; image reconstruction; region of interest; truncation; truncation artifact; DIGITAL-SUBTRACTION-ANGIOGRAPHY; VOLUME-OF-INTEREST; FLAT-DETECTOR CT; IMAGE-RECONSTRUCTION; HILBERT TRANSFORM; 2D; QUALITY;
D O I
10.1109/TMI.2013.2291622
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
It is known that a reduction of the field-of-view in 3-D X-ray imaging is proportional to a reduction in radiation dose. The resulting truncation, however, is incompatible with conventional reconstruction algorithms. Recently, a novel method for region of interest reconstruction that uses neither prior knowledge nor extrapolation has been published, named approximated truncation robust algorithm for computed tomography (ATRACT). It is based on a decomposition of the standard ramp filter into a 2-D Laplace filtering and a 2-D Radon-based residual filtering step. In this paper, we present two variants of the original ATRACT. One is based on expressing the residual filter as an efficient 2-D convolution with an analytically derived kernel. The second variant is to apply ATRACT in 1-D to further reduce computational complexity. The proposed algorithms were evaluated by using a reconstruction benchmark, as well as two clinical data sets. The results are encouraging since the proposed algorithms achieve a speed-up factor of up to 245 compared to the 2-D Radon-based ATRACT. Reconstructions of high accuracy are obtained, e. g., even real-data reconstruction in the presence of severe truncation achieve a relative root mean square error of as little as 0.92% with respect to nontruncated data.
引用
收藏
页码:593 / 606
页数:14
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