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No reference uneven illumination assessment for dermoscopy images

  • Beihang University
  • Beijing Air Force General Hospital

Research output: Contribution to journalArticlepeer-review

Abstract

For the dermoscopy image, uneven illumination will influence segmentation accuracy and lead to wrong aided diagnosis result. In this paper, a no reference uneven illumination assessment metric is proposed for dermoscopy images. Firstly, the distorted image is decomposed to illumination and reflectance components through variational framework for Retinex (VFR). Then, the illumination component is extracted by basis function fitting. Lastly, average gradient of the illumination component (AGIC) is calculated as the uneven illumination metric. A series of experiments show that, the proposed illumination extraction method is insensitive to the image content, and the proposed metric delivers an accurate illumination assessment result.

Original languageEnglish
Article number6895294
Pages (from-to)534-538
Number of pages5
JournalIEEE Signal Processing Letters
Volume22
Issue number5
DOIs
StatePublished - 1 May 2015

Keywords

  • Dermoscopy
  • image quality assessment (IQA)
  • no reference
  • uneven illumination

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