Heart cavity detection in ultrasound images with SOM

  • Authors:
  • Mary Carmen Jarur;Marco Mora

  • Affiliations:
  • Department of Computer Science, Catholic University of Maule, Talca, Chile;Department of Computer Science, Catholic University of Maule, Talca, Chile

  • Venue:
  • MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence
  • Year:
  • 2006

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Abstract

Ultrasound images are characterized by high level of speckle noise causing undefined contours and difficulties during the segmentation process. This paper presents a novel method to detect heart cavities in ultrasound images. The method is based on a Self Organizing Map and the use of the variance of images. Successful application of our approach to detect heart cavities on real images is presented.