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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
Autores principales: Kaufmann, Kevin, Lane, Hobson, Liu, Xiao, Vecchio, Kenneth S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8046977/
https://www.ncbi.nlm.nih.gov/pubmed/33854109
http://dx.doi.org/10.1038/s41598-021-87557-5