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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Detalles Bibliográficos
Autores principales: Bae, Hyun-Jin, Kim, Chang-Wook, Kim, Namju, Park, BeomHee, Kim, Namkug, Seo, Joon Beom, Lee, Sang Min
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6283833/
https://www.ncbi.nlm.nih.gov/pubmed/30523268
http://dx.doi.org/10.1038/s41598-018-36047-2

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6283833/
https://www.ncbi.nlm.nih.gov/pubmed/30523268
http://dx.doi.org/10.1038/s41598-018-36047-2

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