- If we denote by D the distance between the spatial centers of a
basis formed by these functions, and the distance between their
centers of support in the frequency domain as W, then the basis
is complete (and the representation is an invertible transform)
if WD = 2pi [2].
- It has been shown [3] that these functions
achieve the lower limits of uncertainty imposed by the Heisenberg
uncertainty inequalities.
- It has also been demonstrated [3-7] that
the Gabor functions agree reasonably well with receptive field profiles
measured for simple cells in the cat striate cortex.
- This transform is not, however, orthogonal. The most obvious
consequence of this is that the transform coefficients cannot be
calculated by simply computing the inner products of the basis
functions and the signal of interest (or, equivalently, by
convolving with the basis functions and subsampling).