Author

Sumner B. Harris

Oak Ridge National LaboratoryORCID 0000-0003-4905-0482Unclaimed 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:benchmarking· 1 Research Focus:database / resource· 1 Approach:deep learning· 1 Assay:imaging· 1 Approach:statistical model· 1

Frequent Co-Authors

Alexis N. WilliamsiD· 1 shared Amber N. BibleiD· 1 shared Jennifer L. Morrell‐FalveyiD· 1 shared Liam Collins· 1 shared Lynnicia N. MassenburgiD· 1 shared Martí ChecaiD· 1 shared Rama Krishnan VasudevaniD· 1 shared Rubén Millán‐SolsonaiD· 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 paperMicrobiology

Alexis N. WilliamsORCID

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1 paper

Recent·Most cited

MicrobiologyDigital DiscoveryPeer-reviewedJan 1, 2026

Facility-Scale Workflows for Data Acquisition, Standardization, Machine Learning Analysis, and Reproducible Science

Sita Sirisha Madugula, Spenser R. Brown, Amber N. Bible…·Rama Krishnan Vasudevan

The paper develops a facility-scale infrastructure to standardize and analyze large-scale microscopy datasets for machine learning, enabling reproducible and scalable workflows.

DOI 10.1039/d6dd00263c

imagingdeep learning

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