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A Perlin Noise-Based Augmentation Strategy for Deep Learning with Small Data Samples of HRCT Images

Deep learning is now widely used as an efficient tool for medical image classification and segmentation. However, conventional machine learning techniques are still more accurate than deep learning when only a small dataset is available. In this study, we present a general data augmentation strategy...

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Podrobná bibliografie
Vydáno v:Sci Rep
Hlavní autoři: Bae, Hyun-Jin, Kim, Chang-Wook, Kim, Namju, Park, BeomHee, Kim, Namkug, Seo, Joon Beom, Lee, Sang Min
Médium: Artigo
Jazyk:Inglês
Vydáno: Nature Publishing Group UK 2018
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC6283833/
https://ncbi.nlm.nih.gov/pubmed/30523268
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41598-018-36047-2
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