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Continuous diurnal monitoring of pollinator activity in urban rain gardens using camera traps, unsupervised machine learning algorithms, and deep learning detection: A proof-of-concept

Haley Lewis, Elena Himmerich, Adelina Amineva, Marcos Sanchez, Carla Ng, Daniel Bain, Murat Akcakaya, Kimberly Gray

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Source: Crossref

Published: Oct 1, 2026

DOI: 10.1016/j.ufug.2026.129730

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Continuous diurnal monitoring of pollinator activity in urban rain gardens using camera traps, unsupervised machine learning algorithms, and deep learning detection: A proof-of-concept — Mathematical Frontier Network