AI RESEARCH

LC4-DViT: Land-cover Creation for Land-cover Classification with Deformable Vision Transformer

arXiv CS.CV

ArXi:2511.22812v3 Announce Type: replace Land-cover underpins ecosystem services, hydrologic regulation, disaster-risk reduction, and evidence-based land planning; timely, accurate land-cover maps are. therefore. critical for environmental stewardship. Remote sensing-based land-cover classification offers a scalable route to such maps but is hindered by scarce and imbalanced annotations and by geometric distortions in high-resolution scenes.