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Nearest feature centre classifier for face recognition

Nearest feature centre classifier for face recognition

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© The Institution of Engineering and Technology
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A novel classifier based on feature line, called the nearest feature centre (NFC) classifier, is proposed for face recognition. NFC uses the new metric, called the feature centre metric, which is different from the classical feature line metric of the nearest feature line (NFL). The experimental results on the ORL face database show that NFC outperforms NFL and the other classifiers based on feature line.

Inspec keywords: pattern classification; face recognition

Other keywords: NFC classifier; feature centre metric; nearest feature line; NFL; nearest feature centre classifier; face recognition

Subjects: Image recognition; Image recognition; Computer vision and image processing techniques

References

    1. 1)
    2. 2)
      • Zhou, Y.L., Zhang, C.S., Wang, J.C.: `Extended nearest feature line classifier', Proc. of 8th Pacific Rim Int. Conf. Artificial Intelligence, August 2004, Auckland, New Zealand, p. 183–190.
    3. 3)
      • AT&T Laboratories Cambridge, ‘The ORL database of faces’, http://www.cl.cam.ac.uk/research/dtg/attarchive/facedatabase.html, accessed 1994.
    4. 4)
    5. 5)
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