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Computational Strategies for Skin Detection

  • Simone Bianco
  • Francesca Gasparini
  • Raimondo Schettini
Part of the Lecture Notes in Computer Science book series (LNCS, volume 7786)

Abstract

In this paper we compare different computational strategies for skin detection. They differ in the type of data used in the training phase, the type of pre-processing done on the query image, and the level of visual information used. In particular, we define a high-level computational strategy, which uses a face detector in the pre-processing step. Two different implementations of it are proposed: one relies on an adaptive single gaussian model, the other a fixed threshold skin cluster detector on an illuminant-independent image representation. The experimental results on a heterogeneous dataset containing images acquired under uncontrolled lighting conditions show that the high-level strategies outperform low-level ones.

Keywords

Skin detection skin segmentation skin classification skin cluster model parametric skin model non-parametric skin model 

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Copyright information

© Springer-Verlag Berlin Heidelberg 2013

Authors and Affiliations

  • Simone Bianco
    • 1
  • Francesca Gasparini
    • 1
  • Raimondo Schettini
    • 1
  1. 1.University of Milano-BicoccaMilanoItaly

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