Several annealing approaches have been demonstrated successfully to improve the power conversion efficiency of polymer photovoltaic devices. In this article, we firstly introduce representative annealing processes including electrical annealing, thermal annealing, and solvent annealing. Then, one novel annealing method, microwave annealing will be also presented. Finally, the underlying mechanism of these approaches will be discussed.