Based on the random walk and the intentional random walk, we propose two types of immunization strategies which require only local connectivity information. On several typical scale-free networks, we demonstrate that these strategies can lead to the eradication of the epidemic by immunizing a small fraction of the nodes in the networks.Particularly, the immunization strategy based on the intentional random walk is extremely efficient for the assortatively mixed networks.