Title :
Effects of motion estimation methods on 4D gated cardiac SPECT reconstruction
Author :
Qi, Wenyuan ; Niu, Xiaofeng ; Yang, Yongyi
Author_Institution :
Dept. of Electr. & Comput. Eng., Illinois Inst. of Technol., Chicago, IL, USA
Abstract :
Cardiac gated SPECT imaging suffers from several degrading factors including limited data counts, depth-dependent blur, attenuation, scatter, and motion blur. In recent work we demonstrated that use of temporal processing could lead to the most improvement in 4D reconstruction. In this work we investigate how motion estimation models can affect the reconstruction in 4D, and in particular, we examine how much room is still left in optical flow estimation toward improving the image quality of reconstruction. In our experiments we conducted a thorough, quantitative evaluation using simulated imaging study with multiple noise realizations from the NCAT phantom. As an upper bound, the known motion from NCAT was used for reconstruction. The results show that 4D reconstruction with a periodic optical flow model can achieve results almost matching that with the known motion.
Keywords :
image reconstruction; image sequences; medical image processing; motion compensation; phantoms; single photon emission computed tomography; 4D gated cardiac SPECT reconstruction; 4D reconstruction; NCAT phantom; cardiac gated SPECT imaging; degrading factors; depth dependent blur; image attenuation; image quality improvement; limited data counts; motion blur; motion estimation effects; motion estimation methods; motion estimation models; optical flow estimation; periodic optical flow model; temporal processing; Computer vision; Image motion analysis; Image reconstruction; Logic gates; Optical imaging; Phantoms; Single photon emission computed tomography; Optical flow; gated cardiac SPECT; motion estimation; spatiotemporal processing;
Conference_Titel :
Biomedical Imaging (ISBI), 2012 9th IEEE International Symposium on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4577-1857-1
DOI :
10.1109/ISBI.2012.6235731