AI RESEARCH
LandSegmenter: Towards a Flexible Foundation Model for Land Use and Land Cover Mapping
arXiv CS.CV
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ArXi:2511.08156v2 Announce Type: replace Land Use and Land Cover (LULC) mapping is a fundamental task in Earth Observation (EO). However, current LULC models are typically developed for a specific modality and a fixed class taxonomy, limiting their generability and broader applicability. Recent advances in foundation models (FMs) offer promising opportunities for building universal models. Yet, task-agnostic FMs often require fine-tuning for downstream applications, whereas task-specific FMs rely on massive amounts of labeled data for