Is your ceiling cement or another plaster ceiling?
If it is plaster ceiling, you may want to use a water gauge measurement tool to measure the flatness of the ceiling. If it is not flat, then you actually have a bigger problem on hand and the cornice is a symptom of that.

If your ceiling is cement, then you can DIY just like "tipuism" said.