Title :
A 3D optical flow approach to addition of deformable PET volumes
Author :
Klein, Gregory J. ; Huesman, Ronald H.
Author_Institution :
Center for Functional Imaging, California Univ., Berkeley, CA, USA
Abstract :
A method for combining datasets from gated cardiac PET acquisitions is described. Optical flow techniques are used to accurately model non-rigid motion present during the cardiac cycle so that a one-to-one mapping is found between each voxel of two gated volumes. Using this mapping, images can be combined to produce a composite dataset with improved statistics and reduced motion induced blur. Like recent past efforts in deformable motion, an image similarity measure is combined with elastic constraints to obtain a valid flow field. Additionally, because of the noisy characteristics of individual reconstructed volumes in a gated PET study, 4D and multiscale techniques were used to obtain more accurate motion estimates. Results using data from gated cardiac studies on canine and human subjects are presented
Keywords :
biomechanics; cardiology; image reconstruction; image sequences; medical image processing; motion estimation; positron emission tomography; statistics; stereo image processing; 3D optical flow approach; 4D techniques; canine subjects; cardiac cycle; data set combination; deformable PET volumes; deformable motion; elastic constraints; flow field; gated cardiac PET acquisitions; gated volumes; human subjects; image similarity measure; motion induced blur; multiscale techniques; noisy characteristics; nonrigid motion modelling; one-to-one voxel mapping; positron emission tomography; reconstructed volumes; statistics; Heart; Histograms; Humans; Image motion analysis; Image reconstruction; Motion estimation; Optical imaging; Pixel; Positron emission tomography; Statistics;
Conference_Titel :
Nonrigid and Articulated Motion Workshop, 1997. Proceedings., IEEE
Conference_Location :
San Juan
Print_ISBN :
0-8186-8040-7
DOI :
10.1109/NAMW.1997.609864