Automatic correction of performance drift under acquisition shift in medical image classification

Image-based prediction models for disease detection are sensitive to changes in data acquisition such as the replacement of scanner hardware or updates to the image processing software. The resulting differences in image characteristics may lead to drifts in clinically relevant performance metrics w...

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Detalles Bibliográficos
Autores principales: Roschewitz, Mélanie, Khara, Galvin, Yearsley, Joe, Sharma, Nisha, James, Jonathan J., Ambrózay, Éva, Heroux, Adam, Kecskemethy, Peter, Rijken, Tobias, Glocker, Ben
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/PMC10587231/
https://www.ncbi.nlm.nih.gov/pubmed/37857643
http://dx.doi.org/10.1038/s41467-023-42396-y

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10587231/
https://www.ncbi.nlm.nih.gov/pubmed/37857643
http://dx.doi.org/10.1038/s41467-023-42396-y

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