Computer Aided Detection and Measurement of Peripheral Artery Disease

نویسندگان

  • Jamshid Dehmeshki
  • Adina Ion
  • Tim J. Ellis
  • Francesco Doenz
  • Anne-Marie Jouannic
  • Salah D. Qanadli
چکیده

Computer-Aided Tomography Angiography (CTA) images are the standard for assessing Peripheral artery disease (PAD). This paper presents a Computer Aided Detection (CAD) and Computer Aided Measurement (CAM) system for PAD. The CAD stage detects the arterial network using a 3D region growing method and a fast 3D morphology operation. The CAM stage aims to accurately measure the artery diameters from the detected vessel centerline, compensating for the partial volume effect using Expectation Maximization (EM) and a Markov Random field (MRF). The system has been evaluated on phantom data and also applied to fifteen (15) CTA datasets, where the detection accuracy of stenosis was 88% and the measurement accuracy was with an 8% error.

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عنوان ژورنال:
  • Studies in health technology and informatics

دوره 205  شماره 

صفحات  -

تاریخ انتشار 2014