Author

Eleni Mangina

University College DublinORCID 0000-0003-3374-0307Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Approach:deep learning· 2 Assay:imaging· 2 Organism:Arabidopsis· 1 Research Focus:benchmarking· 1 Research Focus:cell type annotation· 1 Research Focus:clustering· 1 Research Focus:database / resource· 1 Research Focus:dimensionality reduction· 1

Frequent Co-Authors

Emilie Jacob· 2 shared Faezeh FadaeiiD· 1 shared Jason J. Walsh· 1 shared Jason WalshiD· 1 shared Keru Wang· 1 shared Laura Craig· 1 shared Laurent GutierreziD· 1 shared Laurent GutierreziD· 1 shared

Activity by Year

2025-2026 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 27 mutual co-author links

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2 shared papersPlant Biology

Emilie Jacob

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2 papers

Recent·Most cited

Plant BiologybioRxivPreprintJun 5, 2026

Integrating longitudinal hyperspectral phenotyping with AI and GWAS to dissect barley waterlogging responses

Villő Bernád, Jason J. Walsh, Emilie Jacob…·Sonia Negrão

This study combines hyperspectral imaging, AI, and GWAS to analyze barley's response to waterlogging, identifying key genes and visualizing dynamic genomic regions.

1 citation

plant (other)imaging

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Plant BiologybioRxivPreprintSep 14, 2025

Botanic Spectrum Analyser: A Deep Learning GUI for Plant Image Segmentation in Hyperspectral and RGB Phenotyping

Jason Walsh, Levent Görgü, Emilie Jacob…·Sónia Negrão

The paper introduces BSA, a deep learning GUI for plant image segmentation in RGB and hyperspectral imagery, achieving high accuracy across species and imaging modalities.

1 citation

Arabidopsishuman

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