Considering the problem of the maneuvering target tracking in the nonlinear system, this paper first proposes a modified algorithm based on “current" statistical model. Then a converted measurement Kalman filter is applied to tracking the target. Simulation results show that the algorithm improves the tracking performance obviously for the poor-maneuver or non-maneuver target, meanwhile it retains high tracking performance for the strong-maneuvering target.