TM-MOE: A Degradation-Aware Transformer-Mamba MoE for Hyperspectral and Multispectral Image Fusion (opens in new tab)

With the increasing necessity for hyperspectral images (HSIs) with fine spatial–spectral details, the hyperspectral (HS) and multispectral (MS) image fusion scheme becomes a consequential mechanism to attain such images due to physical and expense constraints for the standard imaging instruments. With the rapid advancement of deep learning (DL) in the field of image processing, the ability to model long-range dependencies in both HS and MS images has become crucial for achieving superior perf...