This chapter presents a brief review of the work done during 1990-2013, in the application of intelligent techniques to digital image watermarking. The review has mainly focused on genetic algorithms area. The review is structured by considering the type of technique applied to solve the problem as an important dimension. Comparative analysis of different techniques is presented in this paper. Finally, the review is concluded with future directions.