Title :
Direct reconstruction of parametric images from cardiac gated dynamic spect data
Author :
Niu, Xiaofeng ; Yang, Yongyi ; Wernick, Miles N.
Author_Institution :
Dept. of Electr. & Comput. Eng., Illinois Inst. of Technol., Chicago, IL, USA
Abstract :
In this work, we propose a direct reconstruction approach to determine a sequence of kinetic parametric images from a single gated acquisition, of which the goal is to provide information simultaneously for both tracer kinetics and cardiac wall motion. The parameter images of the different gates are determined jointly using maximum a posteriori (MAP) estimation from all the available image data in order to exploit the similarity among the different gates. The proposed approach is demonstrated in the context of single photon emission computed tomography (SPECT), where the challenge is great due to the under-determined nature of the problem and increased imaging noise. Our results show that use of gated temporal smoothing could effectively improve the reconstruction accuracy of kinetic parameters.
Keywords :
cardiology; image reconstruction; maximum likelihood estimation; medical image processing; single photon emission computed tomography; MAP estimation; SPECT; cardiac gated dynamic spect data; cardiac wall motion; direct reconstruction; gated temporal smoothing; kinetic parametric image; maximum a posteriori estimation; single photon emission computed tomography; tracer kinetics; Image reconstruction; Kinetic theory; Logic gates; Positron emission tomography; Single photon emission computed tomography; Smoothing methods; 5D reconstruction; Dynamic SPECT; gated SPECT; kinetic modeling; spatio-temporal reconstruction;
Conference_Titel :
Image Processing (ICIP), 2011 18th IEEE International Conference on
Conference_Location :
Brussels
Print_ISBN :
978-1-4577-1304-0
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2011.6116548