• DocumentCode
    2567620
  • Title

    Development of a novel 2D color map for interactive segmentation of histological images

  • Author

    Chaudry, Q. ; Sharma, Yogesh ; Raza, S. Hussain ; Wang, May Dongmei

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
  • fYear
    2012
  • fDate
    2-5 May 2012
  • Firstpage
    178
  • Lastpage
    181
  • Abstract
    We present a color segmentation approach based on a two-dimensional color map derived from the input image. Pathologists stain tissue biopsies with various colored dyes to see the expression of biomarkers. In these images, because of color variation due to inconsistencies in experimental procedures and lighting conditions, the segmentation used to analyze biological features is usually ad-hoc. Many algorithms like K-means use a single metric to segment the image into different color classes and rarely provide users with powerful color control. Our 2D color map interactive segmentation technique based on human color perception information and the color distribution of the input image, enables user control without noticeable delay. Our methodology works for different staining types and different types of cancer tissue images. Our proposed method´s results show good accuracy with low response and computational time making it a feasible method for user interactive applications involving segmentation of histological images.
  • Keywords
    biological tissues; biomedical optical imaging; cancer; colour vision; image segmentation; interactive systems; medical image processing; 2D color map; biomarker expression; cancer tissue image; color distribution; color segmentation approach; color variation; colored dyes; histological images; human color perception information; interactive segmentation; k-mean algorithm; stain tissue biopsy; staining type; user interactive application; Accuracy; Classification algorithms; Data visualization; Image color analysis; Image segmentation; Level set; Visualization; CAD; Cellular; Color segmentation; Histology; Nuclear; Staining;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical Imaging (ISBI), 2012 9th IEEE International Symposium on
  • Conference_Location
    Barcelona
  • ISSN
    1945-7928
  • Print_ISBN
    978-1-4577-1857-1
  • Type

    conf

  • DOI
    10.1109/ISBI.2012.6235513
  • Filename
    6235513