In this paper we introduce an original cooperative approach for illuminant estimation; it takes advantage from two learning ma¬chines: Artificial neural networks and Ridge Regression. The paper exposes theoretical and practical background and methodology for implementation and experiments. Results about the exploration of general conditions and param¬eters show the advantages for our approach.