Abstract: A new method based on Bayesian linear programming is proposed for texture recognition of aerial image with uncertainty MRF parameters.The basic principle and the main idea of this method are introduced,and five different methods are provided to be selected,which transform MRF parameters from uncertainty to certainty.The experiments show that this proposed method is reasonable and promising in the future.