Segmentation of the Left Heart Ventricle in Ultrasound Images Using a Region Based Snake

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Abstract

Ultrasound imaging of the heart is a non-invasive method widely used for different applications. One of them is to measure the blood volume in the left ventricle at different stages of the heart cycle. This demands a proper segmentation of the left ventricle and a (semi-) automated method would decrease intra-variability as well as workload. This paper presents a semi-automated segmentation method that uses a region based snake. To avoid any unwanted concavities in the segmentations due to the cardiac valve we use two anchor points in the snake that are located to the left and to the right of the cardiac valve respectively. For the possibility of segmentations in different stages of the heart cycle these anchor points are tracked through the cycle. This tracking is based both on the resemblance of a region around the anchor points and a prior model of the movement in the y-direction of the anchor points. The region based snake functional is the sum of two terms, a regularizing term and a data term. It is our data term that is region based since it involves the integration of a two-dimensional subdomain of the image plane. A segmentation of the left ventricle is obtained by minimizing the functional which is done by continuously reshaping the contour until the optimal shape and size is obtained. The developed method shows promising results.
Original languageEnglish
Title of host publicationMedical Imaging 2013: Image Processing
EditorsSebastien Ourselin, David R. Haynor
PublisherSPIE
Number of pages9
Volume8669
ISBN (Print)9780819494436
DOIs
Publication statusPublished - 2013
EventSPIE Medical Imaging, 2013 - Lake Buena Vista, FL, Lake Buena Vista (Orlando area), Florida, United States
Duration: 2013 Feb 92013 Feb 14

Publication series

NameProceeding of SPIE
PublisherSPIE
Volume8669
ISSN (Print)0277-786X
ISSN (Electronic)1996-756X

Conference

ConferenceSPIE Medical Imaging, 2013
Country/TerritoryUnited States
CityLake Buena Vista (Orlando area), Florida
Period2013/02/092013/02/14

Subject classification (UKÄ)

  • Computer Vision and Robotics (Autonomous Systems)
  • Mathematics

Free keywords

  • segmentation
  • region based snake
  • ultrasound
  • left heart ventricle

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