This article develops a robust feature fusion approach to enhance the classification performance of very high resolution (VHR) remote sensing images. Specifically. a novel two-stage multiple feature fusion (TsF) approach is proposed. which includes an intragroup and an intergroup feature fusion stages. https://www.alarecre.com/