Author

Stéphane Jumel

Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement

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Biology Disciplines

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Plant Biology· 1

Signature Assays, Organisms & Methods

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Research Focus:cell type annotation· 1 Research Focus:clustering· 1 Approach:deep learning· 1 Assay:imaging· 1 Organism:plant (other)· 1 Approach:transformer / foundation model· 1

Frequent Co-Authors

Alexis JolyiD· 1 shared Lydia BoussetiD· 1 shared Melen LeclerciD· 1 shared Nicolas PariseyiD· 1 shared Romane DuboisiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

5 top collaborators · 10 mutual co-author links

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1 shared paperPlant Biology

Alexis JolyORCID

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1 paper

Recent·Most cited

Text guidance is powerful but prompt-sensitive for weakly-supervised leaf symptom segmentation

Romane Dubois, Lydia Bousset, Stéphane Jumel, Melen Leclerc, Nicolas Parisey, Alexis Joly

The paper evaluates text-guided segmentation using SAM3 for weakly supervised leaf symptom segmentation, finding text guidance matches or outperforms conventional methods but is prompt-sensitive, with hybrid approaches improving robustness.

Smart Agricultural Technology · Sep 4, 2026Peer-reviewedPlant Biology