Introduction Modeling of the data Bayesian framework Markov Random Fields MAP Criterion A Markovian model for deformation of road maps Map-dependent energy Image-dependent energy ``Non-overlapping'' energy Simulation algorithms Résults (I) Résults (II) Conclusion and prospects