Weakly Supervised Instance Learning for Thyroid Malignancy Prediction from Whole Slide Cytopathology Images

We consider machine-learning-based thyroid-malignancy prediction from cytopathology whole-slide images (WSI). Multiple instance learning (MIL) approaches, typically used for the analysis of WSIs, divide the image (bag) into patches (instances), which are used to predict a single bag-level label. The...

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Foilsithe in:Med Image Anal
Main Authors: Dov, David, Kovalsky, Shahar Z., Assaad, Serge, Cohen, Jonathan, Range, Danielle Elliott, Pendse, Avani A., Henao, Ricardo, Carin, Lawrence
Formáid: Artigo
Teanga:Inglês
Foilsithe: 2020
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Article
Rochtain Ar Líne:https://ncbi.nlm.nih.gov/pmc/articles/PMC7726041/
https://ncbi.nlm.nih.gov/pubmed/33049578
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.media.2020.101814
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