Title :
Cardiac motion analysis using factorization method
Author :
Harhad, Abdelkrim ; Souag, Nadia
Author_Institution :
Images Process. Lab., U.S.T.H.B., Algiers, Algeria
Abstract :
An image stream can be represented by 2FxP measurement matrix of the image coordinates of P points tracked through F frames. We show that under orthographic projection this matrix is of rank 3. Using this observation, the factorization method uses the singular value decomposition technique to factor the measurement matrix into two matrices which represent object shape and the motion respectively. We have use this method to analyze and quantify the cardiac motion from Cine-MRI sequence both pathologic and health heart.
Keywords :
biomedical MRI; cardiology; image representation; medical image processing; shape recognition; singular value decomposition; 2FxP measurement matrix; Cine-MRI sequence; cardiac motion analysis; factorization method; health heart; image coordinates; image stream; object shape representation; orthographic projection; pathologic heart; singular value decomposition; Cameras; Heart; Matrix decomposition; Shape; Streaming media; Symmetric matrices; Tracking; Cardiac motion; Factorization; Motion analysis; Orthographic projection;
Conference_Titel :
Visual Information Processing (EUVIP), 2011 3rd European Workshop on
Conference_Location :
Paris
Print_ISBN :
978-1-4577-0072-9
DOI :
10.1109/EuVIP.2011.6045510