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On the Automatic Normalization of Plaque Regions in Ultrasound Images of the Carotid

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Part of the book series: Lecture Notes in Computer Science ((LNIP,volume 8815))

Abstract

In order to assess the atherosclerotic plaque disruption risk from B-mode ultrasound images of the carotid, an appropriate normalization of the plaque regions is required. This is usually achieved through the manual selection of two sample regions in the image containing blood and adventitia tissues, which are used as reference.

In this work, we propose a new plaque region normalization method that takes advantage of multiple blood and adventitia reference samples per image, and a method for the automatic selection of these reference samples. Several preliminary results are provided in order to demonstrate the possible capabilities of the proposed methods.

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References

  1. Acharya, U.R., Faust, O., Sree, S.V., Alvin, A.P.C., Krishnamurthi, G., Seabra, J.C.R., Sanches, J., Suri, J.S.: Atheromatic: symptomatic vs. asymptomatic classification of carotid ultrasound plaque using a combination of HOS, DWT & texture. In: Annual Int. Conf. of the IEEE Engineering in Medicine and Biology Society, pp. 4489–4492 (2011)

    Google Scholar 

  2. Afonso, D., Seabra, J., Suri, J.S., Sanches, J.M.: A CAD system for atherosclerotic plaque assessment. In: Annual Int. Conf. of the IEEE Engineering in Medicine and Biology Society, pp. 1008–1011 (2012)

    Google Scholar 

  3. Trouboul, P.J., et al.: Mannheim Carotid Intima-Media Thickness Consensus (2004–2006-2011). An Update on Behalf of the Advisory Board of the 3rd, 4th and 5th Watching the Risk Symposium 13th, 15th and 20th European Stroke Conferences, Mannheim, Germany, 2004, Brussels, Belgium, 2006 and Hamburg, Germany 2011. Cerebrovascular Diseases 34, 290–296 (2012)

    Google Scholar 

  4. Contreras Ortiz, S.H., Chiu, T., Fox, M.D.: Ultrasound image enhancement: A review. Biomedical Signal Processing and Control 7(5), 419–428 (2012)

    Article  Google Scholar 

  5. Elatrozy, T., Nicolaides, A., Tegos, T., Griffin, M.: The objective characterisation of ultrasonic carotid plaque features. European Journal of Vascular and Endovascular Surgery 16(3), 223–230 (1998)

    Article  Google Scholar 

  6. Fuster, V., Moreno, P.R., Fayad, Z.A., Corti, R., Badimon, J.J.: Atherothrombosis and high-risk plaque: part I: evolving concepts. Journal of the American College of Cardiology 46(6), 937–954 (2005)

    Article  Google Scholar 

  7. Griffin, M.B., Kyriacou, E., Pattichis, C., Bond, D., Kakkos, S.K., Sabetai, M., Geroulakos, G., Georgiou, N., Doré, C.J., Nicolaides, A.: Juxtaluminal hypoechoic area in ultrasonic images of carotid plaques and hemispheric symptoms. Journal of Vascular Surgery 52(1), 69–76 (2010)

    Article  Google Scholar 

  8. Kanber, B., Hartshorne, T.C., Horsfield, M.A., Naylor, A.R., Robinson, T.G., Ramnarine, K.V.: Quantitative assessment of carotid plaque surface irregularities and correlation to cerebrovascular symptoms. Cardiovascular Ultrasound 11(1), 38 (2013)

    Article  Google Scholar 

  9. Kanber, B., Hartshorne, T.C., Horsfield, M.A., Naylor, A.R., Robinson, T.G., Ramnarine, K.V.: Dynamic variations in the ultrasound greyscale median of carotid artery plaques. Cardiovascular Ultrasound 11(1), 21 (2013)

    Article  Google Scholar 

  10. Kyriacou, E.C., Pattichis, C., Pattichis, M., Loizou, C., Christodoulou, C., Kakkos, S.K., Nicolaides, A.N.: A review of noninvasive ultrasound image processing methods in the analysis of carotid plaque morphology for the assessment of stroke risk. IEEE Transactions on Information Technology in Biomedicine 14(4), 1027–1038 (2010)

    Article  Google Scholar 

  11. Lal, B.K., Hobson, R.W., Hameed, M., Pappas, P.J., Padberg, F.T., Jamil, Z., Durán, W.N.: Noninvasive identification of the unstable carotid plaque. Annals of Vascular Surgery 20(2), 167–174 (2006)

    Article  Google Scholar 

  12. Martínez-Sánchez, P., Fernández-Domínguez, J., Ruiz-Ares, G., Fuentes, B., Alexandrov, A.V., Díez-Tejedor, E.: Changes in carotid plaque echogenicity with time since the stroke onset: an early marker of plaque remodeling? Ultrasound in Medicine & Biology 38(2), 231–237 (2012)

    Article  Google Scholar 

  13. Niu, L., Qian, M., Yang, W., Meng, L., Xiao, Y., Wong, K.K.L., Abbott, D., Liu, X., Zheng, H.: Surface roughness detection of arteries via texture analysis of ultrasound images for early diagnosis of atherosclerosis. PloS One 8(10), e76880 (2013)

    Article  Google Scholar 

  14. Östling, G., Persson, M., Hedblad, B., Gonçalves, I.: Comparison of grey scale median (GSM) measurement in ultrasound images of human carotid plaques using two different softwares. Clinical Physiology and Functional Imaging 33(6), 431–435 (2013)

    Google Scholar 

  15. Rocha, R., Silva, J., Campilho, A.: Automatic segmentation of carotid B-mode images using fuzzy classification. Medical & Biological Engineering & Computing 50, 533–545 (2012)

    Article  Google Scholar 

  16. Rouco, J., Campilho, A.: Robust Common Carotid Artery Lumen Detection in B-Mode Ultrasound Images using Local Phase Symmetry. In: 2013 IEEE Int. Conf. on Acoustics, Speech and Signal Processing (ICASSP), pp. 929–933 (May 2013)

    Google Scholar 

  17. Tegos, T.J., Sabetai, M.M., Nicolaides, A.N., Pare, G., Elatrozy, T.S., Dhanjil, S., Griffin, M.: Comparability of the ultrasonic tissue characteristics of carotid plaques. Journal of Ultrasound in Medicine 19, 399–407 (2000)

    Google Scholar 

  18. de Vries, W., van Dam, G.M., Tio, R.A., Hillebrands, J.L., Slart, R.H.J.A., Zeebregts, C.J.: Current imaging modalities to visualize vulnerability within the atherosclerotic carotid plaque. Journal of Vascular Surgery 48(6), 1620–1629 (2008)

    Article  Google Scholar 

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Correspondence to José Rouco .

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© 2014 Springer International Publishing Switzerland

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Rouco, J., Novo, J., Campilho, A. (2014). On the Automatic Normalization of Plaque Regions in Ultrasound Images of the Carotid. In: Campilho, A., Kamel, M. (eds) Image Analysis and Recognition. ICIAR 2014. Lecture Notes in Computer Science(), vol 8815. Springer, Cham. https://doi.org/10.1007/978-3-319-11755-3_20

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  • DOI: https://doi.org/10.1007/978-3-319-11755-3_20

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-11754-6

  • Online ISBN: 978-3-319-11755-3

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