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An approach to unsupervised hair removal from skin melanoma image

  • Beihang University
  • Beijing Air Force General Hospital

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Hair removal from skin melanoma image is one of the key problems for the precise segmentation and analysis of the skin malignant melanoma. In this paper, an automatically hair removal algorithm in dermoscopy images of pigmented skin lesions is proposed. This algorithm includes three steps: firstly, the melanoma image with hairs are enhanced by morphologic closing-based top-hat operator and then segmented through statistic threshold; secondly, the hairs are extracted based on the elongate of connected region; thirdly, the hair-occluded information is repaired by replacing the hair pixels with the nearby non-hair pixels. As a matter of fact, with the morphologic closing-based top-hat operator both strong and weak hairs can be enhanced simultaneously, and the elongate state of band-like connected region can be correctly described by the elongate function proposed in this paper so as to measure the hair effectively. Therefore, the unsupervised hair removal problem in dermoscopy melanoma image can be resolved very well through combining the hair extraction with information repair. The experiment results show that various hairs can be extracted accurately and the repaired effect of textures can satisfy the requirement of medical diagnosis.

Original languageEnglish
Title of host publicationSeventh International Symposium on Instrumentation and Control Technology
Subtitle of host publicationSensors and Instruments, Computer Simulation, and Artificial Intelligence
DOIs
StatePublished - 2008
Event7th International Symposium on Instrumentation and Control Technology: Sensors and Instruments, Computer Simulation, and Artificial Intelligence - Beijing, China
Duration: 10 Oct 200813 Oct 2008

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume7127
ISSN (Print)0277-786X

Conference

Conference7th International Symposium on Instrumentation and Control Technology: Sensors and Instruments, Computer Simulation, and Artificial Intelligence
Country/TerritoryChina
CityBeijing
Period10/10/0813/10/08

Keywords

  • Dermoscopy image
  • Elongate function
  • Malignant melanoma
  • Top-hat operator

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