In this paper, an improved Laplacian pyramid algorithm is proposed. To prevent the loss of target information, the algorithm uses a weighted fusion method optimized by genetic algorithm on the top-level, and uses a local energy fusion method by adding the phase information on the other levels. The experimental results show that the algorithm can retain more image details in the information, enhance the definition of images significantly, and detect the target in the fused image more conveniently.