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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...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Veröffentlicht in:Sci Rep
Hauptverfasser: Bae, Hyun-Jin, Kim, Chang-Wook, Kim, Namju, Park, BeomHee, Kim, Namkug, Seo, Joon Beom, Lee, Sang Min
Format: Artigo
Sprache:Inglês
Veröffentlicht: Nature Publishing Group UK 2018
Schlagworte:
Online Zugang: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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