Title :
Spatiotemporal-frequency analysis applied to motion detection
Author :
Meyering, Wietske I. ; Gutierrez, Marco A. ; Furuie, Sérgio S. ; Rebelo, Marina S. ; Melo, Cändido P.
Author_Institution :
Sao Paulo Univ., Brazil
Abstract :
Cardiac wall motion is related to the health of the heart. Left ventricular contractile abnormalities can be an important manifestation of coronary artery disease. Wall motion changes may represent ischemia or infarction of myocardium, which shows the importance of this research problem. In this work we describe a method for motion detection based on a spatiotemporal-frequency (STF) analysis which computes the optical flow field from a series of gated-SPECT images. Wigner-Ville distribution (WVD) is used in STF analyses to obtain the signal frequency occurrence in time and space. By the STF approach the motion estimation requires the determination of the instantaneous frequency which is obtained from the first moment or by peak detection of the WVD. Frequency constraints are used to formulate equations to obtain the velocity vector field within a single image neighborhood. Preliminary results have shown the feasibility of the proposed methodology and the application of gated-SPECT images in myocardial perfusion studies is currently being validated
Keywords :
cardiology; diseases; image sequences; medical image processing; motion estimation; single photon emission computed tomography; time-frequency analysis; Wigner-Ville distribution; cardiac wall motion; coronary artery disease; first moment; frequency constraints; gated-SPECT images; heart health; infarction; instantaneous frequency; ischemia; left ventricular contractile abnormalities; motion detection; motion estimation; myocardial perfusion studies; myocardium; optical flow field; peak detection; signal frequency occurrence; single image neighborhood; spatiotemporal-frequency analysis; velocity vector field; Coronary arteriosclerosis; Frequency; Heart; Image analysis; Image motion analysis; Ischemic pain; Motion detection; Myocardium; Optical computing; Spatiotemporal phenomena;
Conference_Titel :
Engineering in Medicine and Biology Society, 2000. Proceedings of the 22nd Annual International Conference of the IEEE
Conference_Location :
Chicago, IL
Print_ISBN :
0-7803-6465-1
DOI :
10.1109/IEMBS.2000.900413