Images and speech are essential for communication, but may be affected by physical/psychological constraints. Recently, deep generative models have emerged to solve this problem. Particularly, as generative adversarial networks (GANs) have high reproduction ability and flexibility, we present their foundation, advancement, and application, focusing on image synthesis and voice conversion.