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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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Bibliographic Details
Published in:Sci Rep
Main Authors: Bae, Hyun-Jin, Kim, Chang-Wook, Kim, Namju, Park, BeomHee, Kim, Namkug, Seo, Joon Beom, Lee, Sang Min
Format: Artigo
Language:Inglês
Published: Nature Publishing Group UK 2018
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Online Access: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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