A model-based image measurement system which defines a model with variables. measures data, defines measurement equations, solves these equations and estimates values of the variables is proposed. The feasibility of the system is verified by an experimental system that estimates the position, attitude, and inner parameters of an object from its image. Using the numerical method, this system can use measures not expressed by mathematical equations.