The words you are looking for are "Fourier transform".

Effectively, the lens computes a Fourier Transform for you[1]

One can probably compute a FT with NN, but we already have FFT :)

[1]http://web.mit.edu/2.710/Fall06/2.710-wk10-a-sl.pdf