PhenoVision: A framework for automating and delivering research‐ready plant phenology data from field images

Abstract Plant phenology plays a fundamental role in shaping ecosystems, and global change‐induced shifts in phenology have cascading impacts on species interactions and ecosystem structure and function. Detailed, high‐quality observations of when plants undergo seasonal transitions such as leaf‐out...

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Bibliographic Details

Published in:	Methods in Ecology and Evolution
Main Authors:	Russell Dinnage, Erin Grady, Nevyn Neal, Jonn Deck, Ellen Denny, Ramona Walls, Carrie Seltzer, Robert Guralnick, Daijiang Li
Format:	Article
Language:	English
Published:	Wiley 2025-08-01
Subjects:	automated annotation community science data computer vision data integration machine learning masked autoencoders
Online Access:	https://doi.org/10.1111/2041-210X.70081