Title :
Feasibility study on aperture-based low-dose CT
Author :
Abbas, Sonya ; Taewon Lee ; Byungchul Cho ; Seungryong Cho
Author_Institution :
Nucl. & Quantum Eng. Dept., Korea Adv. Inst. of Sci. & Technol., Daejeon, South Korea
fDate :
Oct. 27 2013-Nov. 2 2013
Abstract :
In low-dose computed tomography (CT), there is a tradeoff between acquiring an acceptable image quality and reducing delivered dose to the patient in general. Compressive sensing (CS) based iterative image reconstruction algorithms can provide a reasonable image quality under sparse data sampling conditions. In this work, a feasibility study of using a multi-slit aperture for low-dose CT is performed. We implemented an iterative algorithm that utilizes sampling density and data incoherence information to reconstruct the image from sparsely sampled data. We used projection data of a real mouse head, numerically applied a multi-slit aperture to the data, and successfully reconstructed images to an acceptable quality with about 70% dose reduction.
Keywords :
compressed sensing; computerised tomography; dosimetry; image reconstruction; iterative methods; medical image processing; aperture-based low-dose CT; compressive sensing based iterative image reconstruction algorithms; data incoherence information; data projection; dose reduction; image reconstruction; low-dose computed tomography; multislit aperture; real mouse head; sparse data sampling conditions; Apertures; Biomedical imaging; Computed tomography; Detectors; Image reconstruction; Minimization; TV;
Conference_Titel :
Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), 2013 IEEE
Conference_Location :
Seoul
Print_ISBN :
978-1-4799-0533-1
DOI :
10.1109/NSSMIC.2013.6829130