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Second IEEE International Conference on Automatic Face and Gesture Recognition (FG '96)
Manifold Caricatures: on the Psychological Consistency of Computer Face Recognition
Killington, Vermont
October 14-October 16
ISBN: 0-8186-7713-9
Nicholas Costen, ATR Human Information Processing Laboratories
Takashi Kato, ATR Human Information Processing Laboratories
and Shigeru Akamatsu, ATR Human Information Processing Laboratories
Ian Craw, University of Aberdeen
Graham Robertson, University of Aberdeen
We derive a machine-based face recognition system theoretically which is similar to many practical ones and show its behaviour has features of the human system. We reproduce the caricature effect, show that human and machine-based similarity and distinctiveness are connected and confirm machine based predictions of typicality with human data. Finally we draw lessons for machine-based recognition.
Index Terms:
manifolds, caricatures, morphs, human judgments
Citation:
Nicholas Costen, Takashi Kato, and Shigeru Akamatsu, Ian Craw, Graham Robertson, "Manifold Caricatures: on the Psychological Consistency of Computer Face Recognition," fg, pp.4, Second IEEE International Conference on Automatic Face and Gesture Recognition (FG '96), 1996
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