He was promoted to "général de brigade" in 1805, after the establishment of the French Empire, and to "général de division" in 1807. Mouton distinguished himself in the battles of Jena, Landshut and Aspern-Essling. In 1810, he was created count of Lobau in recognition of his role in the battle of Aspern.