As usual, everything interesting happens on the baseband processor. It would be trivial to detect that an IMSI catcher is used, even when it has support for encryption (unlikely given the age of the Stingray system and the need to communicate back with the mobile provider).

But alas, all the baseband processors are propietary software designed by companies that will happily compromise your privacy.