Manifold Caricatures: on the Psychological Consistency of Computer Face Recognition

Authors:
Nicholas Costen;Takashi Kato;and Shigeru Akamatsu;Ian Craw;Graham Robertson
Affiliations:
-;-;-;-;-
Venue:
FG '96 Proceedings of the 2nd International Conference on Automatic Face and Gesture Recognition (FG '96)
Year:
1996

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Cited 1

Empirical Performance Analysis of Linear Discriminant Classifiers

CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition

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Abstract

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.