AI RESEARCH
Large-Small Model Collaboration for Farmland Semantic Change Detection
arXiv CS.CV
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ArXi:2605.12282v1 Announce Type: new Farmland Semantic Change Detection (SCD) is essential for cultivated land protection, yet existing benchmarks and models remain insufficient for fine-grained farmland conversion monitoring. Current datasets often lack dedicated "from-to" annotations, while visual change detection models are easily disturbed by phenology-induced pseudo-changes caused by crop rotation, seasonal variation, and illumination differences.