DocumentCode :
1623659
Title :
Time-frequency analysis based motion detection in perfusion weighted MRI
Author :
Sushma, M. ; Gupta, Arpan ; Sivaswamy, Jayanthi
Author_Institution :
CVIT, IIIT Hyderabad, Hyderabad, India
fYear :
2013
Firstpage :
1
Lastpage :
4
Abstract :
In this paper, we present a novel automated method to detect motion in perfusion weighted images (PWI), which is a type of magnetic resonance imaging (MRI). In PWI, blood perfusion is measured by injecting an exogenous tracer called bolus into the blood flow of a patient and then tracking it in the brain. PWI requires a long data acquisition time to form a time series of volumes. Hence, motion occurs due to patient´s unavoidable movements during a scan, which in turn results into motion corrupted data. There is a necessity of detection of these motion artifacts on captured data for correct disease diagnosis. In PWI, intensity profile gets disturbed due to occurrence of motion and/or bolus passage through the blood vessels. There is no way to distinguish between motion occurrence and bolus passage. In this paper, we propose an efficient time-frequency analysis based motion detection method. We show that proposed method is computationally inexpensive and fast. This method is evaluated on a DSC-MRI sequence with simulated motion of different degrees. We show that our approach detects motion in a few seconds.
Keywords :
biomedical MRI; image motion analysis; image sequences; medical image processing; object detection; DSC-MRI sequence; PWI; blood flow; blood perfusion; bolus; data acquisition time; disease diagnosis; exogenous tracer; image intensity profile; magnetic resonance imaging; motion artifacts; motion corrupted data; motion detection; motion occurrence; perfusion weighted MRI; time series; time-frequency analysis; Biomedical imaging; Magnetic resonance imaging; Motion detection; Time series analysis; Time-frequency analysis; Transforms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Vision, Pattern Recognition, Image Processing and Graphics (NCVPRIPG), 2013 Fourth National Conference on
Conference_Location :
Jodhpur
Print_ISBN :
978-1-4799-1586-6
Type :
conf
DOI :
10.1109/NCVPRIPG.2013.6776215
Filename :
6776215
Link To Document :
بازگشت