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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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Bibliografske podrobnosti
izdano v:J Med Imaging (Bellingham)
Main Authors: Huynh, Benjamin Q., Li, Hui, Giger, Maryellen L.
Format: Artigo
Jezik:Inglês
Izdano: Society of Photo-Optical Instrumentation Engineers 2016
Teme:
Online dostop: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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