Face Localization in Color Images with Complex Background

  • Authors:
  • Paola Campadelli;Raffaella Lanzarotti;Giuseppe Lipori

  • Affiliations:
  • Dipartimento di Scienze dell'Informazione;Dipartimento di Scienze dell'Informazione;Dipartimento di Scienze dell'Informazione

  • Venue:
  • CAMP '05 Proceedings of the Seventh International Workshop on Computer Architecture for Machine Perception
  • Year:
  • 2005

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Abstract

In this paper we describe a two step algorithm whichlocalizes faces in 2D color images depicting a single face on a complex background. Given a single image, the algorithm roughly determines the skin regions and then searches for eyes within them. A face is localized if at least one eye is present in a skin region. The system is based on a Support Vector Machine trained to separate sub-images representing eyes from others. The algorithm is robust to scale, illumination, pose variations and deals with partial occlusions. Results on several public databases are presented.