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Generalization of vision pre-trained models for histopathology

Out-of-distribution (OOD) generalization, especially for medical setups, is a key challenge in modern machine learning which has only recently received much attention. We investigate how different convolutional pre-trained models perform on OOD test data—that is data from domains that have not been...

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Detalles Bibliográficos
Autores principales: Sikaroudi, Milad, Hosseini, Maryam, Gonzalez, Ricardo, Rahnamayan, Shahryar, Tizhoosh, H. R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10102232/
https://www.ncbi.nlm.nih.gov/pubmed/37055519
http://dx.doi.org/10.1038/s41598-023-33348-z