Title :
Spatio-temporal MAP reconstruction of gated cardiac images using DFT basis functions
Author :
Niu, Xiaofeng ; Yang, Yongyi
Author_Institution :
Dept. of Electr. & Comput. Eng., Illinois Inst. of Technol., Chicago, IL
Abstract :
Recently we proposed a reconstruction approach for gated cardiac images based on use of DFT basis functions, in which the temporal activity at each spatial location was regulated by a Fourier representation. In this work we further develop this approach in the context of single photon emission computed tomography (SPECT) which is often hampered by the increased noise due to gating. We will consider both attenuation and scattering correction, which are two important degrading factors in SPECT data acquisitions. For reconstruction we apply a maximum a posteriori (MAP) approach to take into account both the data statistics and a Gibbs smoothing prior. The proposed approach is demonstrated using simulated cardiac perfusion imaging based on the 4D NURBS-based cardiac-torso (NCAT) volumetric phantom with TC-99 labeled sestamibi as the imaging agent.
Keywords :
density functional theory; electrocardiography; haemorheology; image reconstruction; medical image processing; phantoms; single photon emission computed tomography; DFT basis functions; Fourier representation; Gibbs smoothing prior; NURBS-based cardiac-torso volumetric phantom; TC-99 labeled sestamibi; data statistics; gated cardiac images; maximum-a-posteriori approach; perfusion imaging; scattering correction; single photon emission computed tomography; spatio-temporal MAP reconstruction; Attenuation; Data acquisition; Degradation; Discrete Fourier transforms; Electromagnetic scattering; Image reconstruction; Particle scattering; Single photon emission computed tomography; Smoothing methods; Statistics;
Conference_Titel :
Signals, Systems and Computers, 2008 42nd Asilomar Conference on
Conference_Location :
Pacific Grove, CA
Print_ISBN :
978-1-4244-2940-0
Electronic_ISBN :
1058-6393
DOI :
10.1109/ACSSC.2008.5074579