Petal to the metal: The slow road to automating large-scale phenology labeling for herbarium specimens
Erin L. Grady, Raphael LaFrance, Daijiang Li, Russell Dinnage, Ellen G. Denny, John Deck, Robert Guralnick
The paper presents a machine learning pipeline for automating flower detection on herbarium specimens, resulting in 11.1 million labeled records but highlighting the need for full metadata digitization.
Applications in Plant Sciences · Oct 1, 2026Peer-reviewedEcology