Hyperspectral sensors see crop nitrogen in detail but are expensive; multispectral drones are cheap but spectrally coarse. Our new M2H-SWIR framework bridges the gap, reconstructing continuous 400–2500 nm reflectance from a 10-band UAV camera and improving nitrogen estimation in winter wheat.