Abstract: Highlights•Implementing multidimensional flexibly collaborative fusion between multimodal image.•Designed loss function of sum of correlation differences to improve interpretability.•Crafted pixel-wise contrast method to adaptively generating salient target masks.•DCFusion achieves SOTA on two dataset in subjective visual and objective evaluation.
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