Cancer

Deep learning for survival analysis in breast cancer with whole slide image data

2 days ago   |   By Oxford Journals

AbstractMotivationWhole slide tissue images contain detailed data on the sub-cellular structure of cancer. Quantitative analyses of this data can lead to novel biomarkers for better cancer diagnosis and prognosis and can improve our understanding of cancer mechanisms. Such analyses are challenging to execute because of the sizes and complexity of whole slide image data and relatively limited volume of training data for machine learning methods.ResultsWe propose and experimentally evaluate a multi-resolution deep learning method for breast cancer survival analysis. The proposed method...
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