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Digital mammographic tumor classification using transfer learning from deep convolutional neural networks

Convolutional neural networks (CNNs) show potential for computer-aided diagnosis (CADx) by learning features directly from the image data instead of using analytically extracted features. However, CNNs are difficult to train from scratch for medical images due to small sample sizes and variations in...

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書目詳細資料
發表在:J Med Imaging (Bellingham)
Main Authors: Huynh, Benjamin Q., Li, Hui, Giger, Maryellen L.
格式: Artigo
語言:Inglês
出版: Society of Photo-Optical Instrumentation Engineers 2016
主題:
在線閱讀:https://ncbi.nlm.nih.gov/pmc/articles/PMC4992049/
https://ncbi.nlm.nih.gov/pubmed/27610399
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1117/1.JMI.3.3.034501
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