Pollinator Activity Monitoring With Computer Vision: Field Study Across Flowering Margins

Abstract

There is real interest in pollinator activity monitoring with computer vision right now, and real uncertainty about exactly where it
delivers the most value. We pull together the current evidence for pollinator activity monitoring with computer vision, covering the
methodological, practical, governance and cost angles, with an eye on where practice has genuinely settled and where farms and
advisors are still largely working it out for themselves. Selective, context-specific adoption looks better supported by the evidence
gathered here than either broad rollout or blanket avoidance