Title :
A periodic optical flow model for cardiac gated images
Author :
Li, Ling ; Niu, Xiaofeng ; Yang, Yongyi
Author_Institution :
Dept. of Electr. & Comput. Eng., Illinois Inst. of Technol., Chicago, IL, USA
fDate :
June 28 2009-July 1 2009
Abstract :
For the purpose of motion-compensated processing we propose a temporal modeling approach for determining the image motion in a gated cardiac sequence, wherein the inherent image motion is periodic over time. To exploit the periodic nature of the cardiac motion, we use a Fourier harmonic representation to describe the motion field for the entire sequence. We then determine the motion field by estimating the parameters of this representation model. This joint estimation approach can take advantage of the statistics of all the available image data in the sequence. In the experiments, we applied the proposed approach to motion-compensated 4D reconstruction of gated cardiac SPECT images. Our results demonstrate that it could achieve robust estimation of the motion field and lead to improved image reconstruction despite the presence of strong imaging noise.
Keywords :
Fourier analysis; cardiology; harmonic analysis; image reconstruction; medical image processing; modelling; motion compensation; parameter estimation; single photon emission computed tomography; Fourier harmonic representation; cardiac gated images; gated cardiac SPECT images; gated cardiac sequence; image data statistics; image motion determination; inherent periodic image motion; joint estimation approach; motion compensated 4D reconstruction; motion compensated processing; periodic optical flow model; temporal modeling approach; Biomedical optical imaging; Image motion analysis; Image reconstruction; Image sequences; Motion estimation; Noise robustness; Optical filters; Optical imaging; Parameter estimation; Statistics; Optical flow; gated cardiac SPECT; motion estimation; spatio-temporal processing;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2009. ISBI '09. IEEE International Symposium on
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-3931-7
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2009.5193149