Abstract: Based on the Bayesian approach,this paper proposes a method to use marked point process to model the prior knowledge of the expected extraction object such as road network.The marked point process model cooperate the prior model and the image data to extraction the linear object in high-resolution remote sensing images.The whole process embedded into the simulated annealing algorithm.