Abstract: Highlights•Memory units based on the intermediate fusion results are proposed to boost the fusion performance.•Activity level maps are introduced in the loss function.•A deep network is designed to accomplish the fusion task in an end-to-end manner.•As a general model, the proposed method can solve various fusion tasks.
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