Combination of Stokes polarized light imaging, roughness metrics and morphological features for the detection of melanoma

P. Ghassemi, J. W. Shupp, S. Venna, M. E. Boisvert, K. E. Flanagan, M. H. Jordan, J. C. Ramella-Roman

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Skin cancer is the most common and most rapidly increasing form of cancer in the world. Optimal treatment of skin cancer before it reaches metastasis depends critically on early diagnosis. Usually physicians will measure some outward features to diagnose malignancy of pigmented skin lesion. These are mostly morphological features like border irregularity, size, shape, and color. Valuable information can be obtained from the analysis of skin roughness. Previously, we developed a hemispherical imaging Stokes polarimeter to monitor skin cancer based on a roughness assessment of the epidermis. In this study, Stokes images were analyzed to measure polarization properties of skin samples such as the principal angle of the polarization ellipse and the degree of polarization. A processing algorithm based on morphological operators was also developed and applied on Stokes images to extract shape information. Finally, an appropriate classifier was designed to determine the type of lesion based on morphological features as well as the roughness information. Clinical evaluation of the technique was performed on patients with benign nevi, melanocytic nevi, melanoma, and normal skin.

Original languageEnglish (US)
Title of host publicationProgress in Biomedical Optics and Imaging - Proceedings of SPIE
Volume8207
DOIs
StatePublished - 2012
Externally publishedYes
EventPhotonic Therapeutics and Diagnostics VIII - San Francisco, CA, United States
Duration: Jan 21 2012Jan 24 2012

Other

OtherPhotonic Therapeutics and Diagnostics VIII
CountryUnited States
CitySan Francisco, CA
Period1/21/121/24/12

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Keywords

  • Benign nevi
  • Melanoma
  • Morphological features
  • Roughness
  • Stokes imaging

ASJC Scopus subject areas

  • Atomic and Molecular Physics, and Optics
  • Electronic, Optical and Magnetic Materials
  • Biomaterials
  • Radiology Nuclear Medicine and imaging

Cite this

Ghassemi, P., Shupp, J. W., Venna, S., Boisvert, M. E., Flanagan, K. E., Jordan, M. H., & Ramella-Roman, J. C. (2012). Combination of Stokes polarized light imaging, roughness metrics and morphological features for the detection of melanoma. In Progress in Biomedical Optics and Imaging - Proceedings of SPIE (Vol. 8207). [82070H] https://doi.org/10.1117/12.910534