Title :
Application of scale-space descriptors for the reliable detection of keypoints for image registration in optical mapping studies in whole heart preparations
Author :
Rodriguez, M. ; Nygren, A.
Author_Institution :
Dept. of Electr. Eng. of the, Univ. of Calgary, Calgary, AB, Canada
fDate :
Aug. 28 2012-Sept. 1 2012
Abstract :
Data acquired using Optical Mapping (OM) studies are affected by motion artifacts due to the inherent contraction of the heart. Those artifacts can be reduced by registering the images obtained by the OM system or by the combination of approaches like physical restraint of the heart or ratiometry with image registration. Due to the lack of high contrast features most registration methods are not suitable for this application. This paper is focused on the utilization of scale space theory and local descriptors to enhance the detection of local features in OM images and to describe the movement of keypoints. This information can be used to determine a suitable set of transformations to perform the registration process.
Keywords :
biomedical optical imaging; cardiology; data acquisition; feature extraction; image enhancement; image registration; medical image processing; data acquisition; high contrast features; image enhancement; image registration; inherent heart contraction; motion artifacts; optical mapping studies; physical restraint; ratiometry; reliable keypoint detection; scale-space descriptors; whole heart preparations; Biomedical optical imaging; Heart; Image registration; Optical distortion; Optical imaging; Optical sensors; Tracking; Algorithms; Heart; Humans; Image Interpretation, Computer-Assisted; Image Processing, Computer-Assisted;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-4119-8
Electronic_ISBN :
1557-170X
DOI :
10.1109/EMBC.2012.6346638