I.e. , where is the Fourier Transform and are arbitrary functions in for being either the Field of reals or complex numbers.
Proof
Since Fourier tranform’s inverse is it’s adjoint, we have . Since all Inner Products are preserved, so are Distances, showing that the Fourier Transform is an Isometry.