Abstract: The fusion rule of wavelet decomposition’s high-frequency coefficients based-on local variance’s select and weighted average is proposed.This both preserves the source image’s details information and ensures the fusion results’ consistency.The algorithm is used to fuse multifocus image,infrared and visible light image,respectively.The results show that this algorithm can preserve richer detail information from primitive images and avoid target distortion,have better vision effect.