Skip to main content

Segmentation of the Left Ventricle in Myocardial Perfusion SPECT Using Active Shape Model

  • Conference paper
Visual Informatics: Bridging Research and Practice (IVIC 2009)

Part of the book series: Lecture Notes in Computer Science ((LNIP,volume 5857))

Included in the following conference series:

  • 2956 Accesses

Abstract

In the quantification of myocardial perfusion SPECT (MPS), numerous processes are involved. Automation is desired as it will considerably reduce the laboriousness of the underlying tasks. In this paper, we propose a segmentation scheme for the delineation of left ventricle (LV) using the Active Shape Models. Our scheme will reduce the labour-intensiveness in MPS quantification, while still allowing interactive guidance from the medical experts. The proposed scheme has been applied on clinical MPS tomograms in which it has successfully delineated the LV in 94% of the test data. In addition, it has also shown to be more suitable for LV segmentation than the rivaling Active Contour Model.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 129.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 169.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Wikipedia, http://en.wikipedia.org/wiki/SPECT

  2. Slomka, P.J., Berman, D.S.: Germano, G.: Quantification of Myocardial Perfusion. In: Germano, G., Berman, D.S. (eds.) Clinical Gated Cardiac SPECT, 2nd edn., pp. 69–91. Blackwell Futura, Massachusett (2006)

    Google Scholar 

  3. Van Train, K.F., Garcia, E.V., Cooke, C.D., Areeda, J.S.: Quantitative Analysis of SPECT Myocardial Perfusion. In: DePuey, E.G., Garcia, E.V., Berman, D.S. (eds.) Cardiac SPECT Imaging, 2nd edn., pp. 41–64. Lippincott Williams & Wilkins, Philadelphia (2001)

    Google Scholar 

  4. Cootes, T.F., Cooper, D., Taylor, C.J., Graham, J.: Active Shape Models - Their Training and Application. Computer Vision and Image Understanding 61, 38–59 (1995)

    Article  Google Scholar 

  5. Van Ginneken, B., Frangi, A.F., Staal, J.J., Ter Haar Romeny, B.M., Viergever, M.A.: Active Shape Model Segmentation With Optimal Features. IEEE Transactions on Medical Imaging 21, 924–933 (2002)

    Article  Google Scholar 

  6. Hamarneh, G., Gustavsson, T.: Deformable Spatio-Temporal Shape Models: Extending Active Shape Models to 2D+Time. Image and Vision Computing 22, 461–470 (2004)

    Article  Google Scholar 

  7. Cootes, T.F.: An Introduction to Active Shape Models. In: Baldock, R., Graham, J. (eds.), pp. 223–248. Oxford University Press, Oxford (2000)

    Google Scholar 

  8. Tan, W.H., Bister, M., Coatrieux, G.: Uncommitted Morphological Merging of Watershed Segments. In: Proc. 2nd IEEE Int. Conf. Information & Communication Technologies: from Theory to Applications, Damascus, pp. 1573–1577 (2006)

    Google Scholar 

  9. Kass, M., Witkin, A., Terzopoulos, D.: Snakes: Active Contour Models. In: 1st International Conference on Computer Vision, London, pp. 259–268 (1987)

    Google Scholar 

  10. Xu, C.Y., Prince, J.L.: Snakes, Shapes and Gradient Vector Flow. IEEE Transactions on Image Processing 7, 359–369 (1998)

    Article  MATH  MathSciNet  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2009 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Tan, WH., Besar, R. (2009). Segmentation of the Left Ventricle in Myocardial Perfusion SPECT Using Active Shape Model. In: Badioze Zaman, H., Robinson, P., Petrou, M., Olivier, P., Schröder, H., Shih, T.K. (eds) Visual Informatics: Bridging Research and Practice. IVIC 2009. Lecture Notes in Computer Science, vol 5857. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-05036-7_5

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-05036-7_5

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-05035-0

  • Online ISBN: 978-3-642-05036-7

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics