Author

Justin Engelmann

Moorfields Eye Hospital NHS Foundation TrustORCID 0000-0002-5345-6023Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

Click to filter author papers

Bioinformatics· 1

Signature Assays, Organisms & Methods

Click to filter · or open tag

Research Focus:benchmarking· 1 Research Focus:cell type annotation· 1 Research Focus:clustering· 1 Research Focus:differential expression· 1 Assay:imaging· 1 Approach:machine learning (classical)· 1 Organism:rat· 1 Approach:statistical model· 1

Frequent Co-Authors

Alireza HayatiiD· 1 shared Ariel Yuhan OngiD· 1 shared Fathi KarouiaiD· 1 shared Jian GongiD· 1 shared Lauren SandersiD· 1 shared Mouayad MasalkhiiD· 1 shared Pearse Andrew KeaneiD· 1 shared Pinar Avci· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 45 mutual co-author links

Click any collaborator node to inspect or filter shared papers

Focal author (center)Selected co-authorORCID co-authorUnlinked name

Curved chords = mutual co-authorship

1 shared paperBioinformatics

Alireza HayatiORCID

Mutual co-authors in cluster

Author profile →

1 paper

Recent·Most cited

Cross-Species Adaptation of RETFound for Rodent OCT Age Estimation Reveals Strong CNN Baselines in Data-Scarce Space Biology

Alireza Hayati, Jian Gong, Vaishnavi Nagesh, Pinar Avci, Ariel Yuhan Ong, Mouayad Masalkhi, Justin Engelmann, Fathi Karouia, Pearse Andrew Keane, Sylvain V. Costes, Lauren Sanders

This paper benchmarks cross-species adaptation of a human retinal model to rodent OCT for age estimation, finding that CNN baselines outperform transformer models in small-sample settings.

bioRxiv · Apr 30, 2026 · PreprintBioinformatics