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Comparison of Segmentation-Free and Segmentation-Dependent Computer-Aided Diagnosis of Breast Masses on a Public Mammography Dataset

PURPOSE: To compare machine learning methods for classifying mass lesions on mammography images that use predefined image features computed over lesion segmentations to those that leverage segmentation-free representation learning on a standard, public evaluation dataset. METHODS: We apply several c...

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Detalhes bibliográficos
Publicado no:J Biomed Inform
Main Authors: Lee, Rebecca Sawyer, Dunnmon, Jared A., He, Ann, Tang, Siyi, Ré, Christopher, Rubin, Daniel L.
Formato: Artigo
Idioma:Inglês
Publicado em: 2020
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7987253/
https://ncbi.nlm.nih.gov/pubmed/33309994
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.jbi.2020.103656
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