Toward a large‐scale and deep phenological stage annotation of herbarium specimens: Case studies from temperate, tropical, and equatorial floras

Integrating herbarium specimen observations into global phenology data systems

(2019) Laura Brenskelle et al.   Applications in Plant Sciences

A new method and insights for estimating phenological events from herbarium specimens

(2019) Katelin D. Pearson   Applications in Plant Sciences

Phenology models using herbarium specimens are only slightly improved by using finer‐scale stages of reproduction

(2019) Elizabeth R. Ellwood et al.   Applications in Plant Sciences

Spring- and fall-flowering species show diverging phenological responses to climate in the Southeast USA

(2019) Katelin D. Pearson   INTERNATIONAL JOURNAL OF BIOMETEOROLOGY

Worldwide Engagement for Digitizing Biocollections (WeDigBio): The Biocollections Community's Citizen-Science Space on the Calendar

(2018) Elizabeth R Ellwood et al.   BIOSCIENCE

The unrealized potential of herbaria for global change biology

(2018) Emily K. Meineke et al.   ECOLOGICAL MONOGRAPHS

Automated plant species identification—Trends and future directions

(2018) Jana Wäldchen et al.   PLoS Computational Biology

Green digitization: Online botanical collections data answering real-world questions

(2018) Pamela S. Soltis et al.   Applications in Plant Sciences

Digitization protocol for scoring reproductive phenology from herbarium specimens of seed plants

(2018) Jennifer M. Yost et al.   Applications in Plant Sciences

Herbarium data: Global biodiversity and societal botanical needs for novel research

(2018) Shelley A. James et al.   Applications in Plant Sciences

Time-lapse imagery and volunteer classifications from the Zooniverse Penguin Watch project

(2018) Fiona M. Jones et al.   Scientific Data

Taxon and trait recognition from digitized herbarium specimens using deep convolutional neural networks

(2018) Sohaib Younis et al.   Botany Letters

Machine learning for image based species identification

(2018) Jana Wäldchen et al.   Methods in Ecology and Evolution

Old Plants, New Tricks: Phenological Research Using Herbarium Specimens

(2017) Charles G. Willis et al.   TRENDS IN ECOLOGY & EVOLUTION

Computer vision applied to herbarium specimens of German trees: testing the future utility of the millions of herbarium specimen images for automated identification

(2016) Jakob Unger et al.   BMC EVOLUTIONARY BIOLOGY

Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning

(2016) Hoo-Chang Shin et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Herbarium records are reliable sources of phenological change driven by climate and provide novel insights into species' phenological cueing mechanisms

(2015) Charles C. Davis et al.   AMERICAN JOURNAL OF BOTANY

From observations to experiments in phenology research: investigating climate change impacts on trees and shrubs using dormant twigs

(2015) Richard B. Primack et al.   ANNALS OF BOTANY

A look inside the Pl@ntNet experience

(2015) Alexis Joly et al.   MULTIMEDIA SYSTEMS

How global biodiversity hotspots may go unrecognized: lessons from the North American Coastal Plain

(2014) Reed F. Noss et al.   DIVERSITY AND DISTRIBUTIONS

Record-Breaking Early Flowering in the Eastern United States

(2013) Elizabeth R. Ellwood et al.   PLoS One

Climate-associated phenological advances in bee pollinators and bee-pollinated plants

(2011) I. Bartomeus et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Continental-scale patterns of Cecropia reproductive phenology: evidence from herbarium specimens

(2011) P.-C. Zalamea et al.   PROCEEDINGS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES

Impact of climate change on plant phenology in Mediterranean ecosystems

(2009) OSCAR GORDO et al.   GLOBAL CHANGE BIOLOGY