Author

Anna Vallery

National Audubon SocietyORCID 0000-0002-3607-1850Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Research Focus:cell type annotation· 1 Research Focus:clustering· 1 Approach:deep learning· 1 Research Focus:differential expression· 1 Assay:imaging· 1 Research Focus:spatial domain detection· 1 Approach:transformer / foundation model· 1

Frequent Co-Authors

Arko BarmaniD· 1 shared Hank Arnold· 1 shared Krish KabraiD· 1 shared Nicholas Minnich· 1 shared Richard GibbonsiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

5 top collaborators · 10 mutual co-author links

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1 shared paperEcology

Arko BarmanORCID

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1 paper

Recent·Most cited

Application of Machine Learning Tools for Waterbird Colony Monitoring Provides Gains in Precision and Temporal Efficiency

Anna Vallery, Krish Kabra, Richard Gibbons, Hank Arnold, Nicholas Minnich, Arko Barman

The paper compares four waterbird monitoring methods using drone imagery, finding that fully automated detection reduces annotation time by 98% while maintaining 87% accuracy.

bioRxiv · Jul 2, 2026 · PreprintEcology