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A Note on Object Class Representation and Categorical Perception

Author(s)
Riesenhuber, Maximilian; Poggio, Tomaso
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Abstract
We present a novel scheme ("Categorical Basis Functions", CBF) for object class representation in the brain and contrast it to the "Chorus of Prototypes" scheme recently proposed by Edelman. The power and flexibility of CBF is demonstrated in two examples. CBF is then applied to investigate the phenomenon of Categorical Perception, in particular the finding by Bulthoff et al. (1998) of categorization of faces by gender without corresponding Categorical Perception. Here, CBF makes predictions that can be tested in a psychophysical experiment. Finally, experiments are suggested to further test CBF.
Date issued
1999-12-17
URI
http://hdl.handle.net/1721.1/7170
Other identifiers
AIM-1679
CBCL-183
Series/Report no.
AIM-1679CBCL-183
Keywords
AI, MIT, Artificial Intelligence, Categorization, object representation, computational modeling, computational neuroscience, sclassification, categorical perception

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