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Self-adaptive skin segmentation in color images

  • Future Processing

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

2 Citations (Scopus)

Abstract

In this paper, we present a new method for skin detection and segmentation, relying on spatial analysis of skin-tone pixels. Our contribution lies in introducing self-adaptive seeds, from which the skin probability is propagated using the distance transform. The seeds are determined from a local skin color model that is learned on-line from a presented image, without requiring any additional information. This is in contrast to the existing methods that need a skin sample for the adaptation, e.g., acquired using a face detector. In our experimental study, we obtained F-score of over 0.85 for the ECU benchmark, and this is highly competitive compared with several state-of-the-art methods.

Original languageEnglish
Title of host publicationProgress in Pattern Recognition Image Analysis, Computer Vision and Applications - 19th Iberoamerican Congress, CIARP 2014, Proceedings
EditorsEduardo Bayro-Corrochano, Edwin Hancock
PublisherSpringer Verlag
Pages96-103
Number of pages8
ISBN (Electronic)9783319125671
DOIs
Publication statusPublished - 2014
Event19th Iberoamerican Congress on Pattern Recognition, CIARP 2014 - Puerto Vallarta, Mexico
Duration: 2 Nov 20145 Nov 2014

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume8827
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference19th Iberoamerican Congress on Pattern Recognition, CIARP 2014
Country/TerritoryMexico
CityPuerto Vallarta
Period2/11/145/11/14

Keywords

  • Adaptive skin modeling
  • Distance transform
  • Gesture recognition
  • Skin color
  • Skin detection
  • Skin segmentation
  • Spatial analysis

ASJC Scopus subject areas

  • Theoretical Computer Science
  • General Computer Science

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