Contrastive learning-based pretraining improves representation and transferability of diabetic retinopathy classification models

Diabetic retinopathy (DR) is a major cause of vision impairment in diabetic patients worldwide. Due to its prevalence, early clinical diagnosis is essential to improve treatment management of DR patients. Despite recent demonstration of successful machine learning (ML) models for automated DR detect...

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Detalles Bibliográficos
Autores principales: Alam, Minhaj Nur, Yamashita, Rikiya, Ramesh, Vignav, Prabhune, Tejas, Lim, Jennifer I., Chan, R. V. P., Hallak, Joelle, Leng, Theodore, Rubin, Daniel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10102012/
https://www.ncbi.nlm.nih.gov/pubmed/37055475
http://dx.doi.org/10.1038/s41598-023-33365-y

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10102012/
https://www.ncbi.nlm.nih.gov/pubmed/37055475
http://dx.doi.org/10.1038/s41598-023-33365-y

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