2 papers
cs.CV2026
Mitigating Domain Drift in Multi Species Segmentation with DINOv2: A Cross-Domain Evaluation in Herbicide Research Trials
Artzai Picon, Itziar Eguskiza, Daniel Mugica +6
Reliable plant species and damage segmentation for herbicide field research trials requires models that can withstand substantial real-world variation across seasons, geographies,…
cs.CV2025
Vision Foundation Models in Agriculture: Toward Domain-Specific Adaptation for Weed Herbicide Trials Assessment
Leire Benito-Del-Valle, Artzai Picón, Daniel Mugica +5
Herbicide field trials require accurate identification of plant species and assessment of herbicide-induced damage across diverse environments. While general-purpose vision foundat…