• DocumentCode
    2832991
  • Title

    On the surprisingly accurate transfer of image parameters between medical and solar images

  • Author

    Banda, Juan M. ; Angryk, Rafal A. ; Martens, Petrus C.

  • Author_Institution
    Dept. of Comput. Sci., Montana State Univ., Bozeman, MT, USA
  • fYear
    2011
  • fDate
    11-14 Sept. 2011
  • Firstpage
    3669
  • Lastpage
    3672
  • Abstract
    In this work we report on the transfer of image parameters that produce good results for medical images to the domain of solar image analysis. Using the first solar domain-specific benchmark dataset that contains multiple types of solar phenomena we discovered during our work for constructing a content-based image retrieval (CBIR) system for NASA´s Solar Dynamics Observatory (SDO) mission that we could take advantage of the research on the analysis of images in the medical field. We demonstrate that, while image analysis is a very domain-specific task, there are lessons to be learned and methods to be shared between different fields. In this paper we present an extensive comparative analysis of several different domain-specific datasets in order to provide some guidance for the solar physics community on the well- researched field of medical image analysis allowing them to transfer knowledge from one applied field to their own.
  • Keywords
    astronomical image processing; classification; content-based retrieval; image classification; image retrieval; medical image processing; CBIR system; NASA; SDO mission; Solar Dynamics Observatory mission; comparative analysis; content-based image retrieval system; domain-specific datasets; image parameters; knowledge transfer; medical field; medical image analysis; medical images; solar domain-specific benchmark dataset; solar image analysis; solar images; solar phenomena; solar physics community; Accuracy; Biomedical imaging; Communities; Image analysis; Image retrieval; Support vector machines; classification; image processing; medical image analysis; solar image analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2011 18th IEEE International Conference on
  • Conference_Location
    Brussels
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4577-1304-0
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2011.6116515
  • Filename
    6116515