Abstract: Highlights•A triple disentangled network with dual attention is proposed for image fusion.•MCR loss is designed to disentangle spatial, spectral and common features in images.•The local–global spatial similarity is captured by the proposed SLGA module.•The spectral correlation among the LRMS image is modeled by the proposed SID module.
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