Abstract: Probabilities of pedestrian being constrained is analyzed, and based on the improved Kaplan-Meier method, the method to estimate pedestrian free speed is described in this paper.An application on pedestrian data from large-scale investigation shows that pedestrian free speeds fit into normal distribution.The model could be applied in the operating speed design and traffic simulation.