We consider a unipolar degenerate drift-diffusion system where the relation between the concentration of the charged species c and the chemical potential h is h(c) = log c 1−c. For four different finite volume schemes based on four different formulations of the fluxes of the problem, we discuss stability and existence results. For two of them, we report a convergence proof. Numerical experiments illustrate the behaviour of the different schemes.