We show that firing activity (spiking) can be regularized by noise in a Fit
zHugh-Nagumo (FHN) neuron model when operating slightly beyond the supercri
tical Hopf bifurcation (in the "canard" region). We also provide the condit
ions for imperfect phase Locking between interspike intervals and low ampli
tude quasiharmonic oscillations. For the imperfect phase locking no need ex
ists of an external signal as it follows from the FHN intrinsic dynamics.