• DocumentCode
    3598259
  • 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
  • fYear
    2006
  • Firstpage
    4828
  • Lastpage
    4831
  • 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;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2006. EMBS '06. 28th Annual International Conference of the IEEE
  • ISSN
    1557-170X
  • Print_ISBN
    1-4244-0032-5
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2006.260183
  • Filename
    4462882