Multi-band remote sensing image fusion based on collaborative representation

•A fusion method based on collaborative representation for multi-band remote sensing images is proposed.•A spectral preservation is designed to retain the spectral in the LRMS image.•An intensity modulation coefficient is designed to adaptively recover and modulate the spatial of the MS image.•Experiment results on satellite datasets show that the method is effective and robust in enhancing pansharpening.