In the objective quantitative evaluation without ideal image for different image fusion schemes, the vision model of structure similarity index measure metric oversimplifies the characteristic of vision perception and does not consist with monitor properties. We employ new luminance and contrast model and design a new image fusion performance evaluation metric. The experiments prove that the new metric takes more environment influence and monitor properties into account and better compliant with subjective evaluation.