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A dynamic threshold approach for skin tone detection in colour images

Yogarajah, Pratheepan (author)
School of Computing and Intelligent Systems (SCIS), University of Ulster, BT48 7JL, United Kingdom
Condell, Joan (author)
School of Computing and Intelligent Systems (SCIS), University of Ulster, BT48 7JL, United Kingdom
Curran, Kevin (author)
School of Computing and Intelligent Systems (SCIS), University of Ulster, BT48 7JL, United Kingdom
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McKevitt, Paul (author)
School of Computing and Intelligent Systems (SCIS), University of Ulster, BT48 7JL, United Kingdom
Cheddad, Abbas (author)
Umeå universitet,Umeå centrum för molekylär medicin (UCMM)
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 (creator_code:org_t)
InderScience Publishers, 2012
2012
English.
In: International Journal of Biometrics (IJBM). - : InderScience Publishers. - 1755-8301 .- 1755-831X. ; 4:1, s. 38-55
  • Journal article (peer-reviewed)
Abstract Subject headings
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  • This paper presents a novel dynamic threshold approach to discriminate skin pixels and non-skin pixels in colour images. Fixed decision boundaries (or fixed threshold) classification approaches are successfully applied to detect human skin tone in colour images. These fixed thresholds mostly failed in two situations as they only search for a certain skin colour range: • any non-skin object may be classified as skin if non-skin objects's colour values belong to fixed threshold range • any true skin may be mistakenly classified as non-skin if the skin colour values do not belong to fixed threshold range. Therefore in this paper, instead of predefined fixed thresholds, novel online learned dynamic thresholds are used to overcome the above drawbacks. The experimental results show that our method is robust in overcoming these drawbacks. © 2012 Inderscience Enterprises Ltd.

Subject headings

MEDICIN OCH HÄLSOVETENSKAP  -- Klinisk medicin -- Dermatologi och venereologi (hsv//swe)
MEDICAL AND HEALTH SCIENCES  -- Clinical Medicine -- Dermatology and Venereal Diseases (hsv//eng)

Keyword

Dynamic threshold
Skin tone detection

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Yogarajah, Prath ...
Condell, Joan
Curran, Kevin
McKevitt, Paul
Cheddad, Abbas
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MEDICAL AND HEALTH SCIENCES
MEDICAL AND HEAL ...
and Clinical Medicin ...
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Umeå University

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