articleDec 10, 2002Closed access

Face recognition using eigenfaces

Massachusetts Institute of Technology

Indexed incrossref

Abstract

An approach to the detection and identification of human faces is presented, and a working, near-real-time face recognition system which tracks a subject's head and then recognizes the person by comparing characteristics of the face to those of known individuals is described. This approach treats face recognition as a two-dimensional recognition problem, taking advantage of the fact that faces are normally upright and thus may be described by a small set of 2-D characteristic views. Face images are projected onto a feature space ('face space') that best encodes the variation among known face images. The face space is defined by the 'eigenfaces', which are the eigenvectors of the set of faces; they do not…

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5,210
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FWCI
149.62
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100%
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Authors

2

Topics & keywords

Keywords
  • Eigenface
  • Face (sociological concept)
  • Facial recognition system
  • Artificial intelligence
  • Computer science
  • Pattern recognition (psychology)
  • Set (abstract data type)
  • Computer vision
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