Federated learning for diagnosis of age-related macular degeneration

This paper presents a federated learning (FL) approach to train deep learning models for classifying age-related macular degeneration (AMD) using optical coherence tomography image data. We employ the use of residual network and vision transformer encoders for the normal vs. AMD binary classificatio...

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Detalles Bibliográficos
Autores principales: Gholami, Sina, Lim, Jennifer I., Leng, Theodore, Ong, Sally Shin Yee, Thompson, Atalie Carina, Alam, Minhaj Nur
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Medicine
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10613107/
https://www.ncbi.nlm.nih.gov/pubmed/37901412
http://dx.doi.org/10.3389/fmed.2023.1259017

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10613107/
https://www.ncbi.nlm.nih.gov/pubmed/37901412
http://dx.doi.org/10.3389/fmed.2023.1259017

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