We propose a straightforward characterization of all quadratic time-fr
equency representations covariant to an important class of unitary sig
nal transforms (namely, those having two continuous-valued parameters
and an underlying group structure), Thanks to a fundamental theorem fr
om the theory of Lie groups, we can describe these representations sim
ply in terms of unitary transformations of the well-known Cohen's and
affine classes.