Standard and deep learning-based fusion solutions produced the intermediate determination map to obtain the fusion picture via a series of publish-processing procedures. Nevertheless, the fusion results generated by these methods are easy to get rid of some source graphic information or ends in artifacts. Encouraged via the image reconstruction pro