Stability of quaternion-valued neural networks are advanced topics in the fields of neural networks for their wide applications in rigid body attitude, color images and so on. This talk presents the problem of stability and synchronization of quaternion-valued neural networks. A brief overview of quaternion will be given. Based on different control methods, we discuss several kinds of stability and synchronization of quaternion-valued neural networks. Some examples and applications in color images are also presented.