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Foundation vision models in agriculture: DINOv2, LoRA and knowledge distillation for disease and weed identification

Borja Espejo-García, Ronja Güldenring, Lazaros Nalpantidis, Spyros Fountas

2025Computers and Electronics in Agriculture11 citationsDOI

Topics & Concepts

Identification (biology)Foundation (evidence)AgricultureWeedDistillationPrecision agricultureEngineeringArtificial intelligenceComputer scienceAgricultural engineeringMachine learningAgroforestryEnvironmental scienceGeographyAgronomyEcologyBiologyArchaeologyChemistryOrganic chemistrySmart Agriculture and AIFood Supply Chain TraceabilitySpectroscopy and Chemometric Analyses
Foundation vision models in agriculture: DINOv2, LoRA and knowledge distillation for disease and weed identification | Litcius