Abstract: Aiming at human profile recognition，a statistical learning method is proposed based on linear correlation assumption between profile and frontal face images，then the parameters matrix is solved by means of multi-variable linear regression model，finally the frontal face image can be synthesized from its profile.Experimental results demonstrate that the lifelike effect can be achieved，and the method is easy to be realized without any auxiliary equipments and prior knowledge and therefore has a better practicability.