• DocumentCode
    2465685
  • Title

    Carotid automated ultrasound double line extraction system (CADLES) via Edge-Flow

  • Author

    Meiburger, Kristen M. ; Molinari, Filippo ; Zeng, Guang ; Saba, Luca ; Suri, Jasjit S.

  • Author_Institution
    BioLab, Department of Electronics, Politecnico di Torino, Torino, Italy
  • fYear
    2011
  • fDate
    Aug. 30 2011-Sept. 3 2011
  • Firstpage
    575
  • Lastpage
    578
  • Abstract
    This paper presents a completely user-independent algorithm, that automatically extracts the far (distal) double line (lumen-intima and media-adventitia) in the carotid artery using an Edge Flow technique (a class of AtheroEdge™ systems) based on directional probability maps using the attributes of intensity and texture. The extracted double line translates into a measure of the intima-media thickness (IMT), a validated marker for the progression of atherosclerosis. The Carotid Automated Double Line Extraction System based on Edge-Flow (CADLES-EF) is characterized and validated by comparing the output of the algorithm with two other completely automatic techniques (CALEXia and CULEXsa) published by the same authors. Validation was performed on a multi-institutional database of 300 longitudinal B-mode carotid images with normal and pathologic arteries. CADLES-EF showed an intima-media thickness (IMT) bias of 0.043±0.097 mm in comparison to CALEXia and CULEXsa that showed 0.134±0.0.88 mm and 0.74±0.092 mm, respectively. The system´s Figure of Merit (FoM) showed an improvement when compared to previous automated methods: CALEXia and CULEXsa, leading to values of 84.7%, 91.5%, while our new approach, CADLES-EF performed the best with 94.8%.
  • Keywords
    Carotid arteries; Gray-scale; Image edge detection; Image resolution; Image segmentation; Kernel; Ultrasonic imaging; Algorithms; Carotid Arteries; Carotid Artery Diseases; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity; Ultrasonography;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
  • Conference_Location
    Boston, MA
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-4121-1
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2011.6090107
  • Filename
    6090107