In order to choose an objective evaluation criterion which is always consistent with the subject evaluation criteria in the complicated conditions, some criteria are analyzed and compared in this paper. Through calculating the mutual information between source images and fused images, the fusion performance are evaluated. This method has the characters of simple, precise and anti-jamming. Furthermore, infrared image and visible image are merged. Compared with other evaluation criteria methods, the experimental results show that mutual information is better.