A new and distinct cultivar of Nemesia plant named `Fleurbac` that is characterized by upright compact habit, medium-green leaves, large fragrant bicolor flowers, and two individual colors of bi-color flowers per individual plant. In combination these characteristics set `Fleurbac` apart from all other existing varieties of Nemesia known to the inventor.