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Multi-task transfer learning deep convolutional neural network: Application to computer-aided diagnosis of breast cancer on mammograms

Transfer learning in deep convolutional neural networks (DCNNs) is an important step in its application to medical imaging tasks. We propose a multi-task transfer learning DCNN with the aims of translating the ‘knowledge’ learned from non-medical images to medical diagnostic tasks through supervised...

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Détails bibliographiques
Publié dans:Phys Med Biol
Auteurs principaux: Samala, Ravi K, Chan, Heang-Ping, Hadjiiski, Lubomir M, Helvie, Mark A, Cha, Kenny H, Richter, Caleb D
Format: Artigo
Langue:Inglês
Publié: 2017
Sujets:
Accès en ligne:https://ncbi.nlm.nih.gov/pmc/articles/PMC5859950/
https://ncbi.nlm.nih.gov/pubmed/29035873
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1088/1361-6560/aa93d4
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