Machine learned texture prior from full-dose CT database via multi-modality feature selection for Bayesian reconstruction of low-dose CT

Author(s):  
Yongfeng Gao ◽  
Jiaxing Tan ◽  
Yongyi Shi ◽  
Hao Zhang ◽  
Siming Lu ◽  
...  
2016 ◽  
Vol 35 (3) ◽  
pp. 860-870 ◽  
Author(s):  
Hao Zhang ◽  
Hao Han ◽  
Zhengrong Liang ◽  
Yifan Hu ◽  
Yan Liu ◽  
...  

2013 ◽  
Vol 12 (4) ◽  
pp. 406-410 ◽  
Author(s):  
Ryan P. Morton ◽  
Renee M. Reynolds ◽  
Rohan Ramakrishna ◽  
Michael R. Levitt ◽  
Richard A. Hopper ◽  
...  

Object In this study, the authors describe their experience with a low-dose head CT protocol for a preselected neurosurgical population at a dedicated pediatric hospital (Seattle Children's Hospital), the largest number of patients with this protocol reported to date. Methods All low-dose head CT scans between October 2011 and November 2012 were reviewed. Two different low-dose radiation dosages were used, at one-half or one-quarter the dose of a standard head CT scan, based on patient characteristics agreed upon by the neurosurgery and radiology departments. Patient information was also recorded, including diagnosis and indication for CT scan. Results Six hundred twenty-four low-dose head CT procedures were performed within the 12-month study period. Although indications for the CT scans varied, the most common reason was to evaluate the ventricles and catheter placement in hydrocephalic patients with shunts (70%), followed by postoperative craniosynostosis imaging (12%). These scans provided adequate diagnostic imaging, and no patient required a follow-up full-dose CT scan as a result of poor image quality on a low-dose CT scan. Overall physician comfort and satisfaction with interpretation of the images was high. An additional 2150 full-dose head CT scans were performed during the same 12-month time period, making the total number of CT scans 2774. This value compares to 3730 full-dose head CT scans obtained during the year prior to the study when low-dose CT and rapid-sequence MRI was not a reliable option at Seattle Children's Hospital. Thus, over a 1-year period, 22% of the total CT scans were able to be converted to low-dose scans, and full-dose CT scans were able to be reduced by 42%. Conclusions The implementation of a low-dose head CT protocol substantially reduced the amount of ionizing radiation exposure in a preselected population of pediatric neurosurgical patients. Image quality and diagnostic utility were not significantly compromised.


2016 ◽  
Vol 45 (8) ◽  
pp. 20160173 ◽  
Author(s):  
Marcin Fraczek ◽  
Maciej Guzinski ◽  
Monika Morawska-Kochman ◽  
Kamil H Nelke ◽  
Tomasz Krecicki

Author(s):  
I Tsiflikas ◽  
M Teufel ◽  
C Thomas ◽  
S Fleischer ◽  
CD Claussen ◽  
...  
Keyword(s):  
Low Dose ◽  

Author(s):  
S Afat ◽  
R Pjontek ◽  
H Hamou ◽  
O Nikoubashman ◽  
M Brockmann ◽  
...  
Keyword(s):  
Low Dose ◽  
Ex Vivo ◽  

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