Well, kind of. The FT on a real signal gives you a symmetric spectrum that is complex.
IDK seems kinda weird, there's a lot of handwavey stuff that I don't fully understand.
And I'm also wondering what the significance of the frequency domain is--can you generalize compressed sensing with other transforms as well?