Due process is scalable. Once a person is determined to be in the country illegally, they are entitled to a one-way trip back home.
If they are here legally, then they get full due process rights.
If they are here legally, but are not citizens, then any punishment should conclude with deportation and debarment from return.
And how do you determine they are here illegally without due process of some kind?