Artificial Intelligence and Cardiac PET/Computed Tomography Imaging

被引:6
作者
Miller, Robert J. H. [1 ]
Singh, Ananya [2 ]
Dey, Damini [2 ]
Slomka, Piotr [2 ]
机构
[1] Univ Calgary, Dept Cardiac Sci, GAA08 HRIC,3230 Hosp Dr NW, Calgary, AB T2N 4Z6, Canada
[2] Cedars Sinai Med Ctr, Dept Imaging & Med, 8700 Beverly Blvd,Suite Metro 203, Los Angeles, CA 90048 USA
关键词
Artificial intelligence; AI; PET; Positron emission tomography; Machine learning; Deep learning; MYOCARDIAL-PERFUSION SPECT; DEEP; CT; RECONSTRUCTION; PERFORMANCE; VALIDATION; SELECTION;
D O I
10.1016/j.cpet.2021.06.011
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
[No abstract available]
引用
收藏
页码:85 / 94
页数:10
相关论文
共 69 条
[1]   Improved Accuracy of Myocardial Perfusion SPECT for the Detection of Coronary Artery Disease Using a Support Vector Machine Algorithm [J].
Arsanjani, Reza ;
Xu, Yuan ;
Dey, Damini ;
Fish, Matthews ;
Dorbala, Sharmila ;
Hayes, Sean ;
Berman, Daniel ;
Germano, Guido ;
Slomka, Piotr .
JOURNAL OF NUCLEAR MEDICINE, 2013, 54 (04) :549-555
[2]   Impact of Early Revascularization on Major Adverse Cardiovascular Events in Relation to Automatically Quantified Ischemia [J].
Azadani, Peyman N. ;
Miller, Robert J. H. ;
Sharir, Tali ;
Diniz, Marcio A. ;
Hu, Lien-Hsin ;
Otaki, Yuka ;
Gransar, Heidi ;
Liang, Joanna X. ;
Eisenberg, Evann ;
Einstein, Andrew J. ;
Fish, Mathews B. ;
Ruddy, Terrence D. ;
Kaufmann, Philipp A. ;
Sinusas, Albert J. ;
Miller, Edward J. ;
Bateman, Timothy M. ;
Dorbala, Sharmila ;
Di Carli, Marcelo ;
Tamarappoo, Balaji K. ;
Dey, Damini ;
Berman, Daniel S. ;
Slomka, Piotr J. .
JACC-CARDIOVASCULAR IMAGING, 2021, 14 (03) :644-653
[3]   Tree-Based Analysis A Practical Approach to Create Clinical Decision-Making Tools [J].
Banerjee, Mousumi ;
Reynolds, Evan ;
Andersson, Hedvig B. ;
Nallamothu, Brahmajee K. .
CIRCULATION-CARDIOVASCULAR QUALITY AND OUTCOMES, 2019, 12 (05)
[4]   Using convolutional neural networks to estimate time-of-flight from PET detector waveforms [J].
Berg, Eric ;
Cherry, Simon R. .
PHYSICS IN MEDICINE AND BIOLOGY, 2018, 63 (02)
[5]   Deep Learning Analysis of Upright-Supine High-Efficiency SPECT Myocardial Perfusion Imaging for Prediction of Obstructive Coronary Artery Disease: A Multicenter Study [J].
Betancur, Julian ;
Hu, Lien-Hsin ;
Commandeur, Frederic ;
Sharir, Tali ;
Einstein, Andrew J. ;
Fish, Mathews B. ;
Ruddy, Terrence D. ;
Kaufmann, Philipp A. ;
Sinusas, Albert J. ;
Miller, Edward J. ;
Bateman, Timothy M. ;
Dorbala, Sharmila ;
Di Carli, Marcelo ;
Germano, Guido ;
Otaki, Yuka ;
Liang, Joanna X. ;
Tamarappoo, Balaji K. ;
Dey, Damini ;
Berman, Daniel S. ;
Slomka, Piotr J. .
JOURNAL OF NUCLEAR MEDICINE, 2019, 60 (05) :664-670
[6]   Prognostic Value of Combined Clinical and Myocardial Perfusion Imaging Data Using Machine Learning [J].
Betancur, Julian ;
Otaki, Yuka ;
Motwani, Manish ;
Fish, Mathews B. ;
Lemley, Mark ;
Dey, Damini ;
Gransar, Heidi ;
Tamarappoo, Balaji ;
Germano, Guido ;
Sharir, Tali ;
Berman, Daniel S. ;
Slomka, Piotr J. .
JACC-CARDIOVASCULAR IMAGING, 2018, 11 (07) :1000-1009
[7]   Deep Learning for Prediction of Obstructive Disease From Fast Myocardial Perfusion SPECT A Multicenter Study [J].
Betancur, Julian ;
Commandeur, Frederic ;
Motlagh, Mahsaw ;
Sharir, Tali ;
Einstein, Andrew J. ;
Bokhari, Sabahat ;
Fish, Mathews B. ;
Ruddy, Terrence D. ;
Kaufmann, Philipp ;
Sinusas, Albert J. ;
Miller, Edward J. ;
Bateman, Timothy M. ;
Dorbala, Sharmila ;
Di Carli, Marcelo ;
Germano, Guido ;
Otaki, Yuka ;
Tamarappoo, Balaji K. ;
Dey, Damini ;
Berman, Daniel S. ;
Slomka, Piotr J. .
JACC-CARDIOVASCULAR IMAGING, 2018, 11 (11) :1654-1663
[8]  
Cawley GC, 2010, J MACH LEARN RES, V11, P2079
[9]   Deep Learning for Cardiac Image Segmentation: A Review [J].
Chen, Chen ;
Qin, Chen ;
Qiu, Huaqi ;
Tarroni, Giacomo ;
Duan, Jinming ;
Bai, Wenjia ;
Rueckert, Daniel .
FRONTIERS IN CARDIOVASCULAR MEDICINE, 2020, 7
[10]  
Clerc O, 2021, EUR HEART J-CARD IMG, V22