For developing a more robust model, the most popular target tracking algorithms are introduced, and the capacity difference of these methods in different tracking condition is compared. After establishing the relative square root error mean rule for evaluating tracking algorithm capacity, a lot of simulation results were analyzed with Monte-Carlo, and some valuable conclusion was made.