Author

Nigel D. Goldenfeld

University of Illinois Urbana-ChampaignORCID 0000-0002-6322-0903Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Plant Biology· 1

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Research Focus:cell type annotation· 1 Research Focus:clustering· 1 Approach:deep learning· 1 Research Focus:dimensionality reduction· 1 Assay:imaging· 1

Frequent Co-Authors

Andrew D. B. LeakeyiD· 1 shared Ashish B. RajurkariD· 1 shared Dylan P. AlleniD· 1 shared Jeremy Ruhter· 1 shared K. Michael MartiniiD· 1 shared Kinjalk Parth· 1 shared Samuel Walker· 1 shared Scott M. McCoy· 1 shared

Activity by Year

2026-2026 · peak 1/yr

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10 top collaborators · 45 mutual co-author links

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1 shared paperPlant Biology

Andrew D. B. LeakeyORCID

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1 paper

Recent·Most cited

Plant BiologybioRxivPreprintJul 8, 2026

ROOTQUANT: AUTOMATED ROOT TRAIT QUANTIFICATION FROMMINIRHIZOTRON IMAGES USING DEEP LEARNING

Kinjalk Parth, Sebastián Varela, Zhiru Liu…·Andrew D. B. Leakey

RootQuant uses deep learning to automatically quantify root traits from minirhizotron images, achieving high accuracy across species without pixel-level annotations.

DOI 10.64898/2026.07.07.737053

imagingdeep learning

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