crossrefMachine Learning: Science and Technology2026-07-09
1D-RMC: deep hyperspectral sequence modeling for smart remote sensing
José I Cifuentes, Md. Rezwan Parvez, Fernando Castillo, Guillermo Zieballe J, Alejandro Rojas, Hugo O Garcés, et al.
Abstract Hyperspectral imaging provides high-dimensional spectral information for material characterization and remote sensing analytics. However, deployment is constrained by hardware cost, inter-band redundancy, and the limited suitability of predominantly spatially oriented mo…