An Enhanced SMART-RECON Algorithm for Time-Resolved C-Arm Cone-Beam CT Imaging

被引:6
作者
Li, Yinsheng [1 ]
Garrett, John W. [1 ,2 ]
Li, Ke [1 ,2 ]
Strother, Charles [2 ]
Chen, Guang-Hong [1 ,2 ]
机构
[1] Univ Wisconsin, Dept Med Phys, Madison, WI 53706 USA
[2] Univ Wisconsin, Dept Radiol, Madison, WI 53706 USA
关键词
C-arm CBCT; time-resolved imaging; temporal resolution; image reconstruction; COMPUTERIZED FLUOROSCOPY; FLAT-DETECTOR; PERFUSION; RECONSTRUCTION; ANGIOGRAPHY; TOMOGRAPHY; RECOVERY; SYSTEM; PICCS; SUITE;
D O I
10.1109/TMI.2019.2960720
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Temporal resolution in time-resolved cone-beam CT (TR-CBCT) imaging is often limited by the time needed to acquire a complete data set for image reconstruction. With the recent developments of performing nearly limited-view artifact-free reconstruction from data in a limited-view angle range and a prior image, temporal resolution of TR-CBCT imaging can be improved. One such an example is the use of Simultaneous Multiple Artifacts Reduction in Tomographic RECONstruction (SMART-RECON) [1] technique. However, with SMART-RECON, one can only improve temporal resolution up to 1 frame per second (fps) which is an improvement of 4.5 times over that of the conventional FBP reconstruction. In this paper, a new technique referred to as enhanced SMART-RECON (eSMART-RECON) was introduced to enhance the temporal performance of SMART-RECON in a multi-sweep CBCT data acquisition protocol. Both numerical simulation studies with ground truth and in vivo human subject studies using C-arm CBCT acquisition systems were conducted to demonstrate the following key results: for a multi-sweep CBCT acquisition protocol, eSMART-RECON enables 4-7.5 fps temporal resolution for TR-CBCT which is 4-7.5 times better than that offered by the original SMART-RECON, and 18-34 times better than that offered by the conventional FBP reconstruction.
引用
收藏
页码:1894 / 1905
页数:12
相关论文
共 35 条
[1]  
[Anonymous], 1951, AM J MATH, DOI DOI 10.2307/2372313
[2]   A SINGULAR VALUE THRESHOLDING ALGORITHM FOR MATRIX COMPLETION [J].
Cai, Jian-Feng ;
Candes, Emmanuel J. ;
Shen, Zuowei .
SIAM JOURNAL ON OPTIMIZATION, 2010, 20 (04) :1956-1982
[3]   Prior image constrained compressed sensing (PICCS): A method to accurately reconstruct dynamic CT images from highly undersampled projection data sets [J].
Chen, Guang-Hong ;
Tang, Jie ;
Leng, Shuai .
MEDICAL PHYSICS, 2008, 35 (02) :660-663
[4]   Synchronized multiartifact reduction with tomographic reconstruction (SMART-RECON): A statistical model based iterative image reconstruction method to eliminate limited-view artifacts and to mitigate the temporal-average artifacts in time-resolved CT [J].
Chen, Guang-Hong ;
Li, Yinsheng .
MEDICAL PHYSICS, 2015, 42 (08) :4698-4707
[5]   Temporal resolution improvement using PICCS in MDCT cardiac imaging [J].
Chen, Guang-Hong ;
Tang, Jie ;
Hsieh, Jiang .
MEDICAL PHYSICS, 2009, 36 (06) :2130-2135
[6]   Signal recovery by proximal forward-backward splitting [J].
Combettes, PL ;
Wajs, VR .
MULTISCALE MODELING & SIMULATION, 2005, 4 (04) :1168-1200
[7]  
CORNELIS G, 1972, Acta Radiologica Diagnosis, V13, P74
[8]   COMPUTERIZED FLUOROSCOPY - DIGITAL SUBTRACTION FOR INTRAVENOUS ANGIOCARDIOGRAPHY AND ARTERIOGRAPHY [J].
CRUMMY, AB ;
STROTHER, CM ;
SACKETT, JF ;
ERGUN, DL ;
SHAW, CG ;
KRUGER, RA ;
MISTRETTA, CA ;
TURNIPSEED, WD ;
LIEBERMAN, RP ;
MYEROWITZ, PD ;
RUZICKA, FF .
AMERICAN JOURNAL OF ROENTGENOLOGY, 1980, 135 (06) :1131-1140
[9]  
Fahrig R, 1997, AM J NEURORADIOL, V18, P1507
[10]   Interventional 4-D C-Arm CT Perfusion Imaging Using Interleaved Scanning and Partial Reconstruction Interpolation [J].
Fieselmann, Andreas ;
Ganguly, Arundhuti ;
Yu Deuerling-Zheng ;
Zellerhoff, Michael ;
Rohkohl, Christopher ;
Boese, Jan ;
Hornegger, Joachim ;
Fahrig, Rebecca .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2012, 31 (04) :892-906