The invention relates to an efficient panchromatic
sharpening system and method based on a multi-frequency hopping Mama network, and belongs to the technical field of
image processing and
remote sensing. The efficient panchromatic
sharpening system based on the multi-frequency hopping Mama network comprises an image preprocessing module, an adaptive Mama module, a cross-domain Mama module, a multi-scale fusion module and an output module, the adaptive Mama module is used for respectively extracting image frequency characteristics under different scales from the low-resolution
multispectral image and the high-resolution panchromatic image after the resolution is adjusted to obtain space and spectral information; the cross-domain Mama module is used for realizing cross-domain Mama module space and spectral
feature fusion according to the image frequency features under different scales extracted by the adaptive Mama module, and integrating high-frequency details in the panchromatic image and spectral information in the
multispectral image; and the multi-scale fusion module is used for further integrating the multi-scale feature images integrated by the cross-domain Mama module. According to the method, the spatial and spectral features can be extracted more efficiently, and the spatial detail representation of the image is enhanced on the premise of maintaining the spectral consistency.