Lecture
The
simplicity principle in visual
perception
Peter A. van der
Helm
Abstract.
The
perceptual counterpart of the mathematical
MDL principle, i.e. the simplicity principle, states that the human
visual
system selects the simplest interpretation of a given visual stimulus.
This
perceptual principle has a longer research history than its
mathematical
counterpart but, due to its informal formulation, had to rely mainly on
empirical
evidence. Such evidence is necessary but not sufficient and has to be
complemented
with formal theoretical evidence. Perception research already attacked
successfully
the problems of defining regularity (rather than of defining
randomness,
as in mathematics), of complexity measurement, and of computability.
Yet,
theoretically, the veridicality (or predictive power) of the perceptual
simplicity
principle remained unclear. In this context, mathematical research on
the
MDL principle has been extremely helpful, by providing the perceptual
simplicity
principle with a firm formal foundation. Furthermore, it provides a
better
conceptual framework for theoretical and empirical research into, for
instance,
the status of perceptual categories, and the relation between viewpoint
dependencies and viewpoint independencies in object perception.
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NIPS
Workshop Minimum Description Length: Developments in
Theory and New Applications, Whistler,
British Columbia, Canada (2001)
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