The adaptive stabilization problem of nonlinear systems are studied. For a class of uncertain nonlinear systems with unknown control direction, we proposed a robust adaptive backstepping scheme with σ-modification by introducing Nussbaum function and Backstepping methods, and proved that all the signals of the closed-loop systems are bounded.