Simultaneous Band- and space-limited functions

Simultaneously band and space limited functions in two dimensions, and receptive fields of visual neurons

J. D. Victor and B. W. Knight

Springer Applied Mathematical Sciences Series. pp. 375-420. Eds: E.Kaplan, J. Marsden, and K. R. Sreenivasan. Springer (2003)

Abstract

Functions of a single variable that are simultaneously band- and space-limited are useful for spectral estimation, and have also been proposed as reasonable models for the sensitivity profiles of receptive fields of neurons in primary visual cortex. Here we consider the two-dimensional extension of these ideas. Functions that are simultaneously space- and band-limited in circular regions form a natural set of families, parameterized by the hardness of the space- and band- limits. For a Gaussian (soft) limit, these functions are the two-dimensional Hermite functions, with a modified Gaussian envelope. For abrupt space and spatial frequency limits, these functions are the two-dimensional analogue of the Slepian (prolate spheriodal) functions. Between these limiting cases, these families of functions may be regarded as points along a 1-parameter continuum. These families and their associated operators have certain algebraic properties in common. The Hermite functions play a central role, for two reasons. They are good asymptotic approximations of the functions in the other families. Moreover, they can be decomposed both in polar coordinates and in Cartesian coordinates. This joint decomposition provides a way to construct profiles with circular symmetries from superposition of one-dimensional profiles. This result is approximately universal: it holds exactly in the soft (Gaussian) limit and in good approximation across the one-parameter continuum to the hard (Slepian) limit. These properties lead us to speculate that such two-dimensional profiles will play an important role in the understanding of visual processing in cortical areas beyond primary visual cortex. Comparison with published experimental results lends support to this conjecture.


Download the chapter as pdf (has an erratum noted)
Related publication: responses of V1 neurons to two dimensional Hermite functions
Related poster presentation at VSS 2003
Related talk at VSS 2004
Matlab code to generate two-dimensional Hermite functions

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