Author

Soo‐Hyung Kim

University of WashingtonORCID 0000-0003-3879-4080Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Assay:imaging· 2 Research Focus:cell type annotation· 1 Research Focus:clustering· 1 Approach:deep learning· 1 Research Focus:development & morphogenesis· 1 Research Focus:differential expression· 1 Approach:experimental assay· 1 Organism:plant (other)· 1

Frequent Co-Authors

Darshi BananiD· 1 shared H. T. HsuiD· 1 shared Jonathan D. BakkeriD· 1 shared Matthew HendricksoniD· 1 shared Robert J. TournayiD· 1 shared Sabrina Zerrade· 1 shared Sharon DotyiD· 1 shared

Activity by Year

2025-2026 · peak 1/yr

Co-Author Collaboration Network

7 top collaborators · 11 mutual co-author links

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1 shared paperPlant Biology

Darshi BananORCID

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2 papers

Recent·Most cited

EcologybioRxivPreprintSep 13, 2026

Temperature dependence of pollen germination in Douglas-fir (Pseudotsuga menziesii): A machine learning-based detection of pollen viability from microscopic images

H. T. Hsu, Sabrina Zerrade, Soo‐Hyung Kim

The paper uses deep learning to analyze pollen germination from images and finds temperature-dependent germination and elongation with narrow optimal ranges.

DOI 10.64898/2026.09.10.750703

imagingdeep learning

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Plant BiologyJournal of Experimental BotanyPeer-reviewedMar 27, 2025

Salicaceae endophyte inoculation alters stomatal patterning and improves the intrinsic water-use efficiency of Populus trichocarpa after a water-deficit.

Matthew Hendrickson, Darshi Banan, Robert J. Tournay…·Soo‐Hyung Kim

This study shows that Salicaceae endophytes reduce stomatal conductance and improve intrinsic water-use efficiency in Populus trichocarpa under water-deficit by altering stomatal anatomy.

5 citations

plant (other)imaging

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