The advancement of ultra-hyperspectral imaging technology, exemplified by the AisaIBIS sensor, has enabled a leap from hyperspectral data (hundreds bands) to (thousands bands). It provides immense potential for precise ground object recognition within intricate scenes. However, complexities inherent features objects, coupled with copious redundant information data, pose substantial challenges a...