There is good book "Tables of Integral Transforms" by Bateman & Erdélyi where a lot of commonly used Fourier integrals are collected.
Is there a similar comprehensive collection of 2D and 3D Fourier transforms of functions occurring in physics and mathematics?
Update:
Below I give a few examples of Fourier transforms, which (and similar to which) I was hoping to find. $$ \frac1{\omega^2-k_x^2-b^2},\;\;\;\; \frac1{\omega^2-k_x^2-k_y^2-b^2}, \; b\in\mathbb{C} $$ $$ \exp\left\{{\rm i} z \sqrt{\omega^2 - k_x^2}\right\}, \;\;\;\; \exp\left\{{\rm i} z \sqrt{\omega^2 - k_x^2 - k_y^2}\right\} $$ The Fourier transform here is to be calculated with respect to $\omega$, $k_x$ and $k_y$. All these integrals can be calculated and have quite simple closed form.
For 2D and 3D transforms of functions with radial symmetry, the Fourier transform reduces to a Hankel Transform which is one dimensional in the radial variable. See the first part of this answer https://math.stackexchange.com/a/3029986/441161 and https://en.wikipedia.org/wiki/Hankel_transform . Chapter VIII of the book you reference has tables of Hankel Transforms.
For 2D and 3D transforms with no special symmetry, the Fourier transform is taken by treating each cartesian coordinate variable separately. So again a table of 1D Fourier transforms will usually suffice.
In Bracewell's book The Fourier Transform and Its Applications, Bracewell does have a chapter where he discusses the multi-dimensional Fourier Transform, its relation to the Hankel Transform, and a small selection of 2D Fourier Transform examples depicted graphically.