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Deep learning-based segmentation and density estimation of corneal nerves and dendritic cells from In Vivo confocal microscopy images

Abstract The purpose of this study was to compare manual assessment of corneal nerve fiber length (CNFL) and dendritic cell (DC) density with an automated assessment method utilizing deep learning segmentation to perform rule-based density estimation. Corneal images were acquired using in vivo confo...

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Wedi'i Gadw mewn:
Prif Awduron: Meichen Ji, Yan Song, Jenny Roth, Ava Dashti, Jorge Lazo, Alisa Lincke, António Filipe Teixeira Macedo, Welf Löwe, Neil Lagali
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: Nature Portfolio 2026-01-01
Cyfres:Scientific Reports
Pynciau:
Deep learning
Confocal microscopy
Cornea
Nerve fibers
Dendritic cells
Segmentation
Mynediad Ar-lein:https://doi.org/10.1038/s41598-025-34412-6
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