Watershed segmentation of dermoscopy images using a watershed technique

Hanzheng Wang, Xiaohe Chen, Randy H. Moss, R. Joe Stanley, William V. Stoecker, M. Emre Celebi, Thomas M. Szalapski, Joseph M. Malters, James M. Grichnik, Ashfaq A. Marghoob, Harold S. Rabinovitz, Scott W. Menzies

Research output: Contribution to journalArticle

34 Scopus citations

Abstract

Background/purpose: Automatic lesion segmentation is an important part of computer-based image analysis of pigmented skin lesions. In this research, a watershed algorithm is developed and investigated for adequacy of skin lesion segmentation in dermoscopy images. Methods: Hair, black border and vignette removal methods are introduced as preprocessing steps. The flooding variant of the watershed segmentation algorithm was implemented with novel features adapted to this domain. An outer bounding box, determined by a difference function derived from horizontal and vertical projection functions, is added to estimate the lesion area, and the lesion area error is reduced by a linear estimation function. As a post-processing step, a second-order B-Spline smoothing method is introduced to smooth the watershed border. Results: Using the average of three sets of dermatologist-drawn borders as the ground truth, an overall error of 15.98% was obtained using the watershed technique. Conclusion: The implementation of the flooding variant of the watershed algorithm presented here allows satisfactory automatic segmentation of pigmented skin lesions.

Original languageEnglish (US)
Pages (from-to)378-384
Number of pages7
JournalSkin Research and Technology
Volume16
Issue number3
DOIs
StatePublished - Aug 2010

Keywords

  • Image processing
  • Malignant melanoma
  • Segmentation
  • Watershed

ASJC Scopus subject areas

  • Dermatology

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    Wang, H., Chen, X., Moss, R. H., Stanley, R. J., Stoecker, W. V., Celebi, M. E., Szalapski, T. M., Malters, J. M., Grichnik, J. M., Marghoob, A. A., Rabinovitz, H. S., & Menzies, S. W. (2010). Watershed segmentation of dermoscopy images using a watershed technique. Skin Research and Technology, 16(3), 378-384. https://doi.org/10.1111/j.1600-0846.2010.00445.x