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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...

Deskribapen osoa

Gorde:
Xehetasun bibliografikoak
Argitaratua izan da:Sci Rep
Egile Nagusiak: Bae, Hyun-Jin, Kim, Chang-Wook, Kim, Namju, Park, BeomHee, Kim, Namkug, Seo, Joon Beom, Lee, Sang Min
Formatua: Artigo
Hizkuntza:Inglês
Argitaratua: Nature Publishing Group UK 2018
Gaiak:
Sarrera elektronikoa: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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