Title :
A Method for the Dynamic Analysis of the Heart Using a Lyapounov Based Denoising Algorithm
Author :
Nascimento, Jacinto C. ; Sanches, Joao M. ; Marques, Jorge S.
Author_Institution :
Inst. de Sistemas e Robotica, Inst. Superior Tecnico, Lisbon
Abstract :
Heart tracking in ultrasound sequences is a difficult task due to speckle noise, low SNR and lack of contrast. Therefore it is usually difficult to obtain robust estimates of the heart cavities since feature detectors produce a large number of outliers. This paper presents an algorithm which combines two main operations: i) a novel denoising algorithm based on the Lyapounov equation and ii) a robust tracker, recently proposed by the authors, based on a model of the outlier features. Experimental results are provided, showing that the proposed algorithm is computationally efficient and leads to accurate estimates of the left ventricle during the cardiac cycle
Keywords :
Lyapunov methods; biomechanics; biomedical ultrasonics; cardiology; feature extraction; image denoising; image sequences; medical image processing; Lyapounov based denoising algorithm; Lyapounov equation; SNR; cardiac cycle; feature detectors; heart cavities; heart dynamics analysis; heart tracking; image denoising; left ventricle; speckle noise; ultrasound sequences; Algorithm design and analysis; Computer vision; Detectors; Equations; Heart; Noise reduction; Noise robustness; Signal to noise ratio; Speckle; Ultrasonic imaging;
Conference_Titel :
Engineering in Medicine and Biology Society, 2006. EMBS '06. 28th Annual International Conference of the IEEE
Print_ISBN :
1-4244-0032-5
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2006.260183