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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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Podrobná bibliografie
Vydáno v:J Med Imaging (Bellingham)
Hlavní autoři: Huynh, Benjamin Q., Li, Hui, Giger, Maryellen L.
Médium: Artigo
Jazyk:Inglês
Vydáno: Society of Photo-Optical Instrumentation Engineers 2016
Témata:
On-line přístup: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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