Convolutional neuronal networks combined with X-ray phase-contrast imaging for a fast and observer-independent discrimination of cartilage and liver diseases stages

We applied transfer learning using Convolutional Neuronal Networks to high resolution X-ray phase contrast computed tomography datasets and tested the potential of the systems to accurately classify Computed Tomography images of different stages of two diseases, i.e. osteoarthritis and liver fibrosi...

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Veröffentlicht in:Sci Rep
Hauptverfasser: Stroebel, Johannes, Horng, Annie, Armbruster, Marco, Mittone, Alberto, Reiser, Maximilian, Bravin, Alberto, Coan, Paola
Format: Artigo
Sprache:Inglês
Veröffentlicht: Nature Publishing Group UK 2020
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Article
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7673137/
https://ncbi.nlm.nih.gov/pubmed/33203975
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41598-020-76937-y
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