Title :
Manifold caricatures: on the psychological consistency of computer face recognition
Author :
Costen, Nicholas ; Craw, Ian ; Kato, Takashi ; Robertson, Graham ; Akamatsu, Shigeru
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
Keywords :
face recognition; feature extraction; image recognition; caricature effect; computer face recognition; distinctiveness; machine based predictions; machine-based recognition; machine-based similarity; manifold caricatures; psychological consistency; Face detection; Face recognition; Humans; Image recognition; Information processing; Machine vision; Manifolds; Probes; Psychology; Shape;
Conference_Titel :
Automatic Face and Gesture Recognition, 1996., Proceedings of the Second International Conference on
Conference_Location :
Killington, VT
Print_ISBN :
0-8186-7713-9
DOI :
10.1109/AFGR.1996.557236