In order to improve the stabilization effect of dynamic scene video sequences with multiple moving foreground objects, a new method based on block absolute difference is proposed to extract the foreground objects automatically. Based on extracting the moving objects, the background blocks are selected to estimate the motion parameters with the defined threshold, so the background blocks for estimating motion parameters are greatly reduced. For moving scene with multiple moving foreground objects, due to the reduction of the time of extracting moving objects, the simulation results shown that the running time of the proposed method is reduced effectively, the stabilization effect is improved, and more ideal effect is realized compared with the traditional method.