Author

Filippo Varini

Imperial College LondonORCID 0009-0009-5908-787XUnclaimed 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 Approach:deep learning· 1 Approach:experimental assay· 1 Assay:imaging· 1 Research Focus:trajectory inference· 1

Frequent Co-Authors

Alexis Weinnig· 1 shared Amory Tillinghast-Raby· 1 shared Jeriyla Kamau-Weng· 1 shared Matt Kravetz· 1 shared Vincent PieriboneiD· 1 shared Yara Rodrigues· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

6 top collaborators · 15 mutual co-author links

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1 shared paperEcology

Alexis Weinnig

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1 paper

Recent·Most cited

EcologybioRxivPreprintOct 9, 2026

JEPA-SORT: World-Model Embeddings Improve Deep-Sea Multi-Object Tracking on Visually Homogeneous Fauna

Amory Tillinghast-Raby, Matt Kravetz, Jeriyla Kamau-Weng…·Vincent Pieribone

JEPA-SORT improves deep-sea multi-object tracking by using world-model embeddings to maintain stable identities on visually homogeneous fauna, outperforming standard MOT algorithms in IDF1, MOTA, and BDU.

DOI 10.64898/2026.10.07.757484

imagingdeep learning

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