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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...
Autores principales: | Gholami, Sina, Lim, Jennifer I., Leng, Theodore, Ong, Sally Shin Yee, Thompson, Atalie Carina, Alam, Minhaj Nur |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
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 |
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