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Efficient few-shot machine learning for classification of EBSD patterns

Deep learning is quickly becoming a standard approach to solving a range of materials science objectives, particularly in the field of computer vision. However, labeled datasets large enough to train neural networks from scratch can be challenging to collect. One approach to accelerating the trainin...

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Detalles Bibliográficos
Publicado en:Sci Rep
Main Authors: Kaufmann, Kevin, Lane, Hobson, Liu, Xiao, Vecchio, Kenneth S.
Formato: Artigo
Idioma:Inglês
Publicado: Nature Publishing Group UK 2021
Assuntos:
Acceso en liña:https://ncbi.nlm.nih.gov/pmc/articles/PMC8046977/
https://ncbi.nlm.nih.gov/pubmed/33854109
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41598-021-87557-5
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