Med Biol Eng Comput - A review of ultrasound common carotid artery image and video segmentation techniques.

Tópicos

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Resumo

The determination of the wall thickness [intima-media thickness (IMT)], the delineation of the atherosclerotic carotid plaque, the measurement of the diameter in the common carotid artery (CCA), as well as the grading of its stenosis are important for the evaluation of the atherosclerosis disease. All these measurements are also considered to be significant markers for the clinical evaluation of the risk of stroke. A number of CCA segmentation techniques have been proposed in the last few years either for the segmentation of the intima-media complex (IMC), the lumen of the CCA, or for the atherosclerotic carotid plaque from ultrasound images or videos of the CCA. The present review study proposes and discusses the methods and systems introduced so far in the literature for performing automated or semi-automated segmentation in ultrasound images or videos of the CCA. These are based on edge detection, active contours, level sets, dynamic programming, local statistics, Hough transform, statistical modeling, neural networks, and an integration of the above methods. Furthermore, the performance of these systems is evaluated and discussed based on various evaluation metrics. We finally propose the best performing method that can be used for the segmentation of the IMC and the atherosclerotic carotid plaque in ultrasound images and videos. We end the present review study with a discussion of the different image and video CCA segmentation techniques, future perspectives, and further extension of these techniques to ultrasound video segmentation and wall tracking of the CCA. Future work on the segmentation of the CCA will be focused on the development of integrated segmentation systems for the complete segmentation of the CCA as well as the segmentation and motion analysis of the plaque and or the IMC from ultrasound video sequences of the CCA. These systems will improve the evaluation, follow up, and treatment of patients affected by advanced atherosclerosis disease conditions.

Resumo Limpo

determin wall thick intimamedia thick imt delin atherosclerot carotid plaqu measur diamet common carotid arteri cca well grade stenosi import evalu atherosclerosi diseas measur also consid signific marker clinic evalu risk stroke number cca segment techniqu propos last year either segment intimamedia complex imc lumen cca atherosclerot carotid plaqu ultrasound imag video cca present review studi propos discuss method system introduc far literatur perform autom semiautom segment ultrasound imag video cca base edg detect activ contour level set dynam program local statist hough transform statist model neural network integr method furthermor perform system evalu discuss base various evalu metric final propos best perform method can use segment imc atherosclerot carotid plaqu ultrasound imag video end present review studi discuss differ imag video cca segment techniqu futur perspect extens techniqu ultrasound video segment wall track cca futur work segment cca will focus develop integr segment system complet segment cca well segment motion analysi plaqu imc ultrasound video sequenc cca system will improv evalu follow treatment patient affect advanc atherosclerosi diseas condit

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