Author

Camille C. Pawlak

University of California, Los AngelesORCID 0000-0003-0740-3956Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Ecology· 1

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Approach:deep learning· 1 Assay:imaging· 1

Frequent Co-Authors

Geoffrey A. FrickeriD· 1 shared Gregory Stewart OkiniD· 1 shared Griffen Guizan· 1 shared Jenn YostiD· 1 shared Jonathan VenturaiD· 1 shared Kyle C. Cavanuagh· 1 shared Matt K. RitteriD· 1 shared Sara Arnold· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

9 top collaborators · 36 mutual co-author links

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1 shared paperEcology

Geoffrey A. FrickerORCID

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1 paper

Recent·Most cited

EcologybioRxivPreprintMay 7, 2026

Mapping California's Urban Forest at Scale: An Error-Adjusted Canopy Time Series for Monitoring Change

Camille C. Pawlak, Jenn Yost, Jonathan Ventura…·Thomas Welch Gillespie

The paper produces a four-year canopy cover time series for California using NAIP imagery and a U-Net model, showing no statistically significant trend in canopy change.

DOI 10.64898/2026.05.04.722774

imagingdeep learning

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