• DocumentCode
    667289
  • Title

    Image registration of follow-up examinations in digital dermoscopy

  • Author

    Anagnostopoulos, Christos Nikolaos E. ; Vergados, Dimitrios D. ; Mintzias, Panagiotis

  • Author_Institution
    Cultural Technol. & Commun. Dept., Univ. of the Aegean, Lesvos, Greece
  • fYear
    2013
  • fDate
    10-13 Nov. 2013
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    Automated assessment tools for dermoscopy images play an important assistive role mainly due to inter- and intra-observer variations in human interpretation. Prior to classification, a robust registration module is necessary. In this paper we propose a fully automatic method for successful registration (matching) of melanocytic nevi images acquired from digital dermoscope to ensure reliable quantitative comparison of the image later. A modified SIFT algorithm (called ROI-SIFT), followed by RANSAC to identify outliers, is used to localize and match correspondence interest points, that will be used to compute affine transformations for the registration of a dermatological image with the respective follow-up examination image. Experimental evaluations of the registration method are reported for image pairs acquired during follow-up examinations. Finally, a short discussion of scheduled future work is proposed.
  • Keywords
    feature extraction; image matching; image registration; medical image processing; skin; RANSAC; ROI-SIFT algorithm; affine transformations; automated assessment tools; dermoscopy images; digital dermoscopy; follow-up examination image; image matching; image registration; inter-observer variations; intra-observer variations; melanocytic nevi image; random consensus sampling; regions-of-interest; robust registration module; scale-invariant feature transform; Data models; Hair; Image registration; Imaging; Lesions; Robustness; Skin;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Bioinformatics and Bioengineering (BIBE), 2013 IEEE 13th International Conference on
  • Conference_Location
    Chania
  • Type

    conf

  • DOI
    10.1109/BIBE.2013.6701627
  • Filename
    6701627