Výsledky vyhledávání - "Conant, Emily A."

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MammoFL: Mammographic Breast Density Estimation using Federated Learning

Autor: Muthukrishnan, Ramya, Heyler, Angelina, Katti, Keshava, Pati, Sarthak, Mankowski, Walter, Alahari, Aprupa, Sanborn, Michael, Conant, Emily F., Scott, Christopher, Winham, Stacey, Vachon, Celine, Chaudhari, Pratik, Kontos, Despina, Bakas, Spyridon

In this study, we automate quantitative mammographic breast density estimation with neural networks and show that this tool is a strong use case for federated learning on multi-institutional datasets. Our dataset included bilateral CC-view and MLO-vi

Externí odkaz: http://arxiv.org/abs/2206.05575

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Deep-LIBRA: Artificial intelligence method for robust quantification of breast density with independent validation in breast cancer risk assessment

Autor: Maghsoudi, Omid Haji, Gastounioti, Aimilia, Scott, Christopher, Pantalone, Lauren, Wu, Fang-Fang, Cohen, Eric A., Winham, Stacey, Conant, Emily F., Vachon, Celine, Kontos, Despina

Breast density is an important risk factor for breast cancer that also affects the specificity and sensitivity of screening mammography. Current federal legislation mandates reporting of breast density for all women undergoing breast screening. Clini

Externí odkaz: http://arxiv.org/abs/2011.08001

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