The Tukey-Huber contaminated noise model is used toobtain rain-max detectors in the asymptotic case for known signals inadditive noise. According to this model, the noise density

is defined by

for a given

and density

, with

an arbitrary density from a large class. A general theorem is obtainedspecifying the most robust detector for additive contaminated noisewith

satisfying certain regularity conditions. As an example,detector structures are derived by the application of the theorem for the case where

belongs to the class of generalized Gaussian densities(parameterized by their rates of exponential decay). The sign detector is shown to be the asymptotically most robust detector when

is a double-exponential density.