Technical Note: FreeCT_wFBP: A robust, efficient, open-source implementation of weighted filtered backprojection for helical, fan-beam CT

被引:31
作者
Hoffman, John [1 ,2 ]
Young, Stefano [2 ]
Noo, Frederic [3 ]
McNitt-Gray, Michael [1 ,2 ]
机构
[1] Univ Calif Los Angeles, David Geffen Sch Med, Dept Biomed Phys, Los Angeles, CA 90024 USA
[2] Univ Calif Los Angeles, David Geffen Sch Med, Dept Radiol, Los Angeles, CA 90024 USA
[3] Univ Utah, Dept Radiol, Salt Lake City, UT 84112 USA
关键词
image reconstruction; GPU software; diagnostic CT; filtered backprojection; 3rd generation helical CT; DOSE-REDUCTION; IMAGE-RECONSTRUCTION; VOLUMETRIC CT; FBP ALGORITHM; LUNG-CANCER; VARIABILITY; TUMORS; TOOL;
D O I
10.1118/1.4941953
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Purpose: With growing interest in quantitative imaging, radiomics, and CAD using CT imaging, the need to explore the impacts of acquisition and reconstruction parameters has grown. This usually requires extensive access to the scanner on which the data were acquired and its workflow is not designed for large-scale reconstruction projects. Therefore, the authors have developed a freely available, open-source software package implementing a common reconstruction method, weighted filtered backprojection (wFBP), for helical fan-beam CT applications. Methods: FreeCT_wFBP is a low-dependency, GPU-based reconstruction program utilizing. for the host code and Nvidia CUDA C for GPU code. The software is capable of reconstructing helical scans acquired with arbitrary pitch-values, and sampling techniques such as flying focal spots and a quarter-detector offset. In this work, the software has been described and evaluated for reconstruction speed, image quality, and accuracy. Speed was evaluated based on acquisitions of the ACR CT accreditation phantom under four different flying focal spot configurations. Image quality was assessed using the same phantom by evaluating CT number accuracy, uniformity, and contrast to noise ratio (CNR). Finally, reconstructed mass-attenuation coefficient accuracy was evaluated using a simulated scan of a FORBILD thorax phantom and comparing reconstructed values to the known phantom values. Results: The average reconstruction time evaluated under all flying focal spot configurations was found to be 17.4 +/- 1.0 s for a 512 row x 512 column x 32 slice volume. Reconstructions of the ACR phantom were found to meet all CT Accreditation Program criteria including CT number, CNR, and uniformity tests. Finally, reconstructed mass-attenuation coefficient values of water within the FORBILD thorax phantom agreed with original phantom values to within 0.0001 mm(2)/g (0.01%). Conclusions: FreeCT_wFBP is a fast, highly configurable reconstruction package for third-generation CT available under the GNU GPL. It shows good performance with both clinical and simulated data. (C) 2016 American Association of Physicists in Medicine.
引用
收藏
页码:1411 / 1420
页数:10
相关论文
共 31 条
[1]   Highly efficient carrier multiplication in PbS nanosheets [J].
Aerts, Michiel ;
Bielewicz, Thomas ;
Klinke, Christian ;
Grozema, Ferdinand C. ;
Houtepen, Arjan J. ;
Schins, Juleon M. ;
Siebbeles, Laurens D. A. .
NATURE COMMUNICATIONS, 2014, 5
[2]  
Brown MS, 2014, EUR RADIOL, V24, P2719, DOI 10.1007/s00330-014-3329-0
[3]   Volumetric CT in Lung Cancer: An Example for the Qualification of Imaging as a Biomarker [J].
Buckler, Andrew J. ;
Mozley, P. David ;
Schwartz, Lawrence ;
Petrick, Nicholas ;
McNitt-Gray, Michael ;
Fenimore, Charles ;
O'Donnell, Kevin ;
Hayes, Wendy ;
Kim, Hyun J. ;
Clarke, Laurence ;
Sullivan, Daniel .
ACADEMIC RADIOLOGY, 2010, 17 (01) :107-115
[4]   CT-based radiomic signature predicts distant metastasis in lung adenocarcinoma [J].
Coroller, Thibaud P. ;
Grossmann, Patrick ;
Hou, Ying ;
Velazquez, Emmanuel Rios ;
Leijenaar, Ralph T. H. ;
Hermann, Gretchen ;
Lambin, Philippe ;
Haibe-Kains, Benjamin ;
Mak, Raymond H. ;
Aerts, Hugo J. W. L. .
RADIOTHERAPY AND ONCOLOGY, 2015, 114 (03) :345-350
[5]  
Duan X., 2014, RAD SOC N AM SCI ASS
[6]   Image reconstruction and image quality evaluation for a 64-slice CT scanner with z-flying focal spot [J].
Flohr, TG ;
Stierstorfer, K ;
Ulzheimer, S ;
Bruder, H ;
Primak, AN ;
McCollough, CH .
MEDICAL PHYSICS, 2005, 32 (08) :2536-2547
[7]   Computer-simulated radiation dose reduction for abdominal multidetector CT of pediatric patients [J].
Frush, DP ;
Slack, CC ;
Hollingsworth, CL ;
Bisset, GS ;
Donnelly, LF ;
Hsieh, J ;
Lavin-Wensell, T ;
Mayo, JR .
AMERICAN JOURNAL OF ROENTGENOLOGY, 2002, 179 (05) :1107-1113
[8]   Redundant data and exact helical cone-beam reconstruction [J].
Heuscher, D ;
Brown, K ;
Noo, F .
PHYSICS IN MEDICINE AND BIOLOGY, 2004, 49 (11) :2219-2238
[9]  
Hoffman J. M., 2016, P SPIE
[10]   Tilted cone-beam reconstruction with row-wise fan-to-parallel rebinning [J].
Hsieh, Jiang ;
Tang, Xiangyang .
PHYSICS IN MEDICINE AND BIOLOGY, 2006, 51 (20) :5259-5276