• DocumentCode
    3065427
  • Title

    Hyperspectral imaging and diagnosis of intestinal ischemia

  • Author

    Akbari, Hamed ; Kosugi, Yukio ; Kojima, Kazuyuki ; Tanaka, Naofumi

  • Author_Institution
    Takyo Institute af Technology, 4259 Nagatsuta, Midmi-ku, Yokohama, Japan
  • fYear
    2008
  • fDate
    20-25 Aug. 2008
  • Firstpage
    1238
  • Lastpage
    1241
  • Abstract
    Intestinal ischemia results from a variety of disorders that cause insufficient blood flow to the intestine. The type and prognosis of ischemic injury depends on the blood vessels involved, the underlying medical condition, and the swiftness with which the problem is brought to medical attention for diagnosis and treatment. Hyperspectral imaging has developed as a compact imaging and spectroscopic tool that can he used for different applications including medical diagnostics. In this paper, the application of hyperspectral imaging as a visual supporting tool to detect the intestinal ischemia during surgeries is evaluated. It will he useful for rapid diagnosing tissue abnormalities. The images are captured using an infrared hyperspectral camera (900–1700m). Using hyperspectral images, the spectral signatures for normal intestine, clamped ischemic intestine and other abdominal organs are created. The high-dimensional data are compressed using wavelet transform and classified using support vector machine (SVM). The performance of this method is evaluated for detection of ischemic intestine in an abdominal surgery on a pig. The criteria to evaluate performance are based on false negative rate (FNR) and false positive rate (FPR). This technique is able to detect ischemic intestine with a small FPR and FNR.
  • Keywords
    Abdomen; Biomedical imaging; Blood flow; Hyperspectral imaging; Injuries; Intestines; Ischemic pain; Support vector machine classification; Support vector machines; Surges; Animals; Imaging, Three-Dimensional; Intestines; Ischemia; Pattern Recognition, Automated; Swine;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE
  • Conference_Location
    Vancouver, BC
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-1814-5
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2008.4649387
  • Filename
    4649387