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Active Contours Tool for the Common Carotid Artery Layers Segmentation in Ultrasound Images

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Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 7931))

Abstract

Among all cardiovascular diseases, atherosclerosis is considered as an alarm bell before other pathologies appear. Intima-Media Thickness (IMT) of the Common Carotid Artery (CCA) is widely used as an early and reliable indicator of atherosclerosis. Another element that affects cardiovascular risk estimation is the CCA diameter (CCAD). In clinical practice, these parameters are manually measured in ultrasound images to assess the cardiovascular risk in the corresponding patient. Ultrasound images present poor contrast and are quite affected by speckle noise, which introduces uncertainty in the manual measurement.

This paper presents a fully-automatic approach based on active contours to segment the artery layers involved in the IMT and the CCA diameter in ultrasound images. The proposed method reduces the subjectivity of the measurement and gives as results mean IMT and CCAD along a certain artery length.

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References

  1. World Health Organization: Global atlas on cardiovascular disease prevention and control (2011)

    Google Scholar 

  2. Bots, M.L., et al.: Isolated systolic hypertension and vessel wall thickness of the carotid artery. The rotterdam elderly study. Arterioscl. Throm. Vas. 13(1), 64–69 (1993)

    Article  Google Scholar 

  3. de Groot, E., et al.: Measurement of arterial wall thickness as a surrogate marker for atherosclerosis. Circulation III, 33–38 (2004)

    Google Scholar 

  4. Lorenz, M., et al.: Prediction of clinical cardiovascular events with carotid intima-media thickness: A systematic review and meta-analysis. Circulation 115, 459–467 (2007)

    Article  Google Scholar 

  5. Toubol, P.-J., et al.: Mannheim carotid intima-media thickness consensus (2004-2006). Cerebrovasc. Dis. 23, 75–80 (2007)

    Article  Google Scholar 

  6. Velázquez, F., et al.: Reproducibility of sonographic measurements of carotid intima-media thickness. Acta Radiol. 49(10), 1162–1166 (2008)

    Article  Google Scholar 

  7. Gustavsson, T., Liang, Q., Wendelhag, I., Wikstrand, J.: A dynamic programming procedure for automated ultrasonic measurement of the carotid artery. In: Comput. Cardiol. pp. 297–300 (September 1994)

    Google Scholar 

  8. Liang, Q., Wendelhag, I., Wikstrand, J., Gustavsson, T.: A multiscale dynamic programming procedure for boundary detection in ultrasonic artery images. IEEE Transactions on Medical Imaging 19(2), 127–142 (2000)

    Article  Google Scholar 

  9. Cheng, D.C., Schmidt-Trucksass, A., Cheng, K.S., Sandrock, M., Pu, Q., Burkhardt, H.: Automatic detection of the intimal and the adventitial layers of the common carotid artery wall in ultrasound b-mode images using snakes. In: Proceedings of the International Conference on Image Analysis and Processing, pp. 452–457 (1999)

    Google Scholar 

  10. Schmidt-Trucksäss, A., et al.: Computerized analysing system using the active contour in ultrasound measurement of carotid artery intima-media thickness. Clin. Physiol. 21(5), 561–569 (2001)

    Article  Google Scholar 

  11. Ceccarelli, M., De Luca, N., Morganella, A.: Automatic measurement of the intima-media thickness with active contour based image segmentation. In: IEEE International Workshop on Medical Measurement and Applications, MEMEA 2007, pp. 1–5 (May 2007)

    Google Scholar 

  12. Loizou, C.P., et al.: Snakes based segmentation of the common carotid artery intima media. Med. Biol. Eng. Comput. 45(1), 35–49 (2007)

    Article  Google Scholar 

  13. Destrempes, F., Meunier, J., Giroux, M.F., Soulez, G., Cloutier, G.: Segmentation in ultrasonic B-mode images of healthy carotid arteries using mixtures of Nakagami distributions and stochastic optimization. IEEE Trans. Medical Imaging 28(2), 215–229 (2009)

    Article  Google Scholar 

  14. Delsanto, S., et al.: Characterization of a completely user-independent algorithm for carotid artery segmentation in 2-d ultrasound images. IEEE Trans. Instrum. Meas. 56(4), 1265–1274 (2007)

    Article  Google Scholar 

  15. Molinari, F., et al.: Automatic computer-based tracings (act) in longitudinal 2-d ultrasound images using different scanners. J. Mech. Med. Biol. 9(04), 481–505 (2009)

    Article  Google Scholar 

  16. Meiburger, K.M., et al.: Automated carotid artery intima layer regional segmentation. Phys. Med. Biol. 56(13), 4073–4090 (2011)

    Article  Google Scholar 

  17. Weruaga, L., Verdu, R., Morales, J.: Frequency domain formulation of active parametric deformable models. IEEE Transactions on Pattern Analysis and Machine Intelligence 26(12), 1568–1578 (2004)

    Article  Google Scholar 

  18. Duda, R.O., Hart, P.E.: Use of the hough transformation to detect lines and curves in pictures. Commun. ACM 15(1), 11–15 (1972)

    Article  Google Scholar 

  19. Bastida-Jumilla, M.C., et al.: Segmentation of the common carotid artery walls based on a frequency implementation of active contours. J. Digit. Imaging 26, 129–139 (2013)

    Article  Google Scholar 

  20. Unser, M.: Splines: a perfect fit for medical imaging. Pro. Biomed. Opt. Imag., 225–236 (2002)

    Google Scholar 

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Bastida-Jumilla, MC., Menchón-Lara, RM., Morales-Sánchez, J., Berenguer-Vidal, R. (2013). Active Contours Tool for the Common Carotid Artery Layers Segmentation in Ultrasound Images. In: Ferrández Vicente, J.M., Álvarez Sánchez, J.R., de la Paz López, F., Toledo Moreo, F.J. (eds) Natural and Artificial Computation in Engineering and Medical Applications. IWINAC 2013. Lecture Notes in Computer Science, vol 7931. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-38622-0_26

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  • DOI: https://doi.org/10.1007/978-3-642-38622-0_26

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-38621-3

  • Online ISBN: 978-3-642-38622-0

  • eBook Packages: Computer ScienceComputer Science (R0)

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