Title :
An AM-FM model for Motion Estimation in Atherosclerotic Plaque Videos
Author :
Murray, V. ; Murillo, S.E. ; Pattichis, M.S. ; Loizou, Christos P. ; Pattichis, C.S. ; Kyriacou, E. ; Nicolaides, A.
Author_Institution :
Univ. of New Mexico, Albuquerque
Abstract :
We present new multidimensional amplitude-modulation frequency-modulation (AM-FM) methods for motion estimation. For a single AM-FM component we show that the optical flow constraint leads to separate equations for amplitude modulation (AM) and frequency modulation (FM). We compare our approach with phase-based estimation developed by Fleet and Jepson and also the original optical flow method by Horn and Schunck. An advantage of the proposed method is that it provides for dense estimates that remain accurate over the entire video. We also present preliminary results on atherosclerotic plaques videos where the AM method appears to work best.
Keywords :
amplitude modulation; frequency modulation; image sequences; medical image processing; motion estimation; video signal processing; AM-FM model; atherosclerotic plaque video; motion estimation; multidimensional amplitude-modulation frequency-modulation method; optical flow; phase-based estimation; Amplitude modulation; Equations; Frequency estimation; Frequency modulation; Image motion analysis; Motion estimation; Multidimensional systems; Optical devices; Optical modulation; Videos;
Conference_Titel :
Signals, Systems and Computers, 2007. ACSSC 2007. Conference Record of the Forty-First Asilomar Conference on
Conference_Location :
Pacific Grove, CA
Print_ISBN :
978-1-4244-2109-1
Electronic_ISBN :
1058-6393
DOI :
10.1109/ACSSC.2007.4487315