Hello,
Thank you for your answers.
At the end, the simplest solution I implemented was to use a penalizer in the variational form instead of the stabilizers.
+ Constant(DOLFIN_EPS)*p*q*dx
I dont think this is the best possible solution, but at least it solves my problem.