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Evaluation of data augmentation via synthetic images for improved breast mass detection on mammograms using deep learning
We evaluated whether using synthetic mammograms for training data augmentation may reduce the effects of overfitting and increase the performance of a deep learning algorithm for breast mass detection. Synthetic mammograms were generated using in silico procedural analytic breast and breast mass mod...
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| Publicado no: | J Med Imaging (Bellingham) |
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| Main Authors: | , , , , , , |
| Formato: | Artigo |
| Idioma: | Inglês |
| Publicado em: |
Society of Photo-Optical Instrumentation Engineers
2019
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| Assuntos: | |
| Acesso em linha: | https://ncbi.nlm.nih.gov/pmc/articles/PMC6872953/ https://ncbi.nlm.nih.gov/pubmed/31763356 https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1117/1.JMI.7.1.012703 |
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