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Overcoming the limitations of patch-based learning to detect cancer in whole slide images

Whole slide images (WSIs) pose unique challenges when training deep learning models. They are very large which makes it necessary to break each image down into smaller patches for analysis, image features have to be extracted at multiple scales in order to capture both detail and context, and extrem...

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Podrobná bibliografie
Vydáno v:Sci Rep
Hlavní autoři: Ciga, Ozan, Xu, Tony, Nofech-Mozes, Sharon, Noy, Shawna, Lu, Fang-I, Martel, Anne L.
Médium: Artigo
Jazyk:Inglês
Vydáno: Nature Publishing Group UK 2021
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC8076327/
https://ncbi.nlm.nih.gov/pubmed/33903725
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41598-021-88494-z
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