Subspace Classification for Face Recognition

  • Authors:
  • Raffaele Cappelli;Dario Maio;Davide Maltoni

  • Affiliations:
  • -;-;-

  • Venue:
  • ECCV '02 Proceedings of the International ECCV 2002 Workshop Copenhagen on Biometric Authentication
  • Year:
  • 2002

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Abstract

This paper introduces a new subspace classification approach for face recognition. One or more MKL subspaces are created for each individual, starting from the feature vectors extracted through a bank of Gabor filters. The advantages of this method with respect to other well-know approaches are experimentally proved; in particular, our subspace approach effectively captures the intra-class variability, thus allowing to better discriminate between known and unknown faces.