Monte Carlo methods for medical imaging research

被引:6
作者
Lee, Hoyeon [1 ,2 ]
机构
[1] Univ Hong Kong, Dept Diagnost Radiol, Hong Kong, Peoples R China
[2] Univ Hong Kong, Ctr Canc Med, Hong Kong, Peoples R China
关键词
Monte Carlo; Medical imaging; Computational modeling; DIGITAL BREAST TOMOSYNTHESIS; CONE-BEAM CT; SCATTER CORRECTION; SIMULATION TOOL; CONVOLUTION SUPERPOSITION; EXPERIMENTAL-VERIFICATION; COMPUTATIONAL MODEL; COMPUTED-TOMOGRAPHY; GEANT4; SIMULATION; DOSE CALCULATIONS;
D O I
10.1007/s13534-024-00423-x
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
In radiation-based medical imaging research, computational modeling methods are used to design and validate imaging systems and post-processing algorithms. Monte Carlo methods are widely used for the computational modeling as they can model the systems accurately and intuitively by sampling interactions between particles and imaging subject with known probability distributions. This article reviews the physics behind Monte Carlo methods, their applications in medical imaging, and available MC codes for medical imaging research. Additionally, potential research areas related to Monte Carlo for medical imaging are discussed.
引用
收藏
页码:1195 / 1205
页数:11
相关论文
共 179 条
[131]   Monte Carlo reference data sets for imaging research: Executive summary of the report of AAPM Research Committee Task Group 195 [J].
Sechopoulos, Ioannis ;
Ali, Elsayed S. M. ;
Badal, Andreu ;
Badano, Aldo ;
Boone, John M. ;
Kyprianou, Lacovos S. ;
Mainegra-Hing, Ernesto ;
McMillan, Kyle L. ;
McNitt-Gray, Michael F. ;
Rogers, D. W. O. ;
Samei, Ehsan ;
Turner, Adam C. .
MEDICAL PHYSICS, 2015, 42 (10) :5679-5691
[132]   Application of the 4-D XCAT Phantoms in Biomedical Imaging and Beyond [J].
Segars, W. Paul ;
Tsui, B. M. W. ;
Cai, Jing ;
Yin, Fang-Fang ;
Fung, George S. K. ;
Samei, Ehsan .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2018, 37 (03) :680-692
[133]   Implementation and workflow for PET monitoring of therapeutic ion irradiation: a comparison of in-beam, in-room, and off-line techniques [J].
Shakirin, Georgy ;
Braess, Henning ;
Fiedler, Fine ;
Kunath, Daniela ;
Laube, Kristin ;
Parodi, Katia ;
Priegnitz, Marlen ;
Enghardt, Wolfgang .
PHYSICS IN MEDICINE AND BIOLOGY, 2011, 56 (05) :1281-1298
[134]   A real-time Monte Carlo tool for individualized dose estimations in clinical CT [J].
Sharma, Shobhit ;
Kapadia, Anuj ;
Fu, Wanyi ;
Abadi, Ehsan ;
Segars, W. Paul ;
Samei, Ehsan .
PHYSICS IN MEDICINE AND BIOLOGY, 2019, 64 (21)
[135]   A rapid, accurate image simulation strategy for mega-voltage cone-beam computed tomography [J].
Shi, Mengying ;
Myronakis, Marios ;
Jacobson, Matthew ;
Lehmann, Mathias ;
Ferguson, Dianne ;
Baturin, Paul ;
Huber, Pascal ;
Fueglistaller, Rony ;
Harris, Thomas ;
Lozano, Ingrid Valencia ;
Williams, Christopher ;
Morf, Daniel ;
Berbeco, Ross, I .
PHYSICS IN MEDICINE AND BIOLOGY, 2020, 65 (13)
[136]   A novel method for fast image simulation of flat panel detectors [J].
Shi, Mengying ;
Myronakis, Marios ;
Hu, Yue-Houng ;
Jacobson, Matthew ;
Lehmann, Mathias ;
Fueglistaller, Rony ;
Huber, Pascal ;
Baturin, Paul ;
Wang, Adam ;
Ferguson, Dianne ;
Harris, Thomas ;
Morf, Daniel ;
Berbeco, Ross .
PHYSICS IN MEDICINE AND BIOLOGY, 2019, 64 (09)
[137]   A Monte Carlo study of the impact of phosphor optical properties on EPID imaging performance [J].
Shi, Mengying ;
Myronakis, Marios ;
Hu, Yue-Houng ;
Morf, Daniel ;
Rottmann, Joerg ;
Berbeco, Ross .
PHYSICS IN MEDICINE AND BIOLOGY, 2018, 63 (16)
[138]   Radiation dose estimates based on Monte Carlo simulation for spiral breast computed tomography imaging in a large cohort of patients [J].
Shim, Sojin ;
Kolditz, Daniel ;
Steiding, Christian ;
Ruth, Veikko ;
Hoetker, Andreas M. ;
Unkelbach, Jan ;
Boss, Andreas .
MEDICAL PHYSICS, 2023, 50 (04) :2417-2428
[139]   A METHOD FOR DESCRIBING THE DOSES DELIVERED BY TRANSMISSION-X-RAY COMPUTED-TOMOGRAPHY [J].
SHOPE, TB ;
GAGNE, RM ;
JOHNSON, GC .
MEDICAL PHYSICS, 1981, 8 (04) :488-495
[140]   GEANT4 simulation in proton medical imaging: A transport models comparison [J].
Silva, R. C. L. ;
Denyak, V. ;
Hoff, G. ;
Paschuk, S. A. ;
Schelin, H. R. ;
Setti, J. A. P. .
RADIATION PHYSICS AND CHEMISTRY, 2020, 172