Hostname: page-component-cd9895bd7-gxg78 Total loading time: 0 Render date: 2024-12-23T14:46:33.593Z Has data issue: false hasContentIssue false

Synthetic Data Curation Strategies for Robust Model Development: A Case Study with HRTEM Micrograph Segmentation

Published online by Cambridge University Press:  22 July 2022

Luis Rangel DaCosta*
Affiliation:
University of California, Berkeley, Department of Materials Science, Berkeley, CA National Center for Electron Microscopy, Lawrence Berkeley National Laboratory, Berkeley, CA
Katherine Sytwu
Affiliation:
National Center for Electron Microscopy, Lawrence Berkeley National Laboratory, Berkeley, CA
Catherine Groschner
Affiliation:
University of California, Berkeley, Department of Materials Science, Berkeley, CA National Center for Electron Microscopy, Lawrence Berkeley National Laboratory, Berkeley, CA
Mary Scott
Affiliation:
University of California, Berkeley, Department of Materials Science, Berkeley, CA National Center for Electron Microscopy, Lawrence Berkeley National Laboratory, Berkeley, CA

Abstract

Image of the first page of this content. For PDF version, please use the ‘Save PDF’ preceeding this image.'
Type
Artificial Intelligence, Instrument Automation, And High-dimensional Data Analytics for Microscopy and Microanalysis
Copyright
Copyright © Microscopy Society of America 2022

References

Ede, J. M., Mach. Learn.: Sci. Technol. 2, (2021), p. 011004. doi: 10.1088/2632-2153/abd614.Google Scholar
Munshi, J. et al. , arXiv:2202.00204, (2022). doi: 10.48550/arXiv.2202.00204CrossRefGoogle Scholar
Ong, S. P. et al. , Computational Materials Science, 68 (2013), p. 314319. doi: 10.1016/j.commatsci.2012.10.028.CrossRefGoogle Scholar
Larsen, A. H. et al. , J. Phys.: Condens. Matter, 29 (2017), doi: 10.1088/1361-648X/aa680e.Google Scholar
Rahm, J. M. and Erhart, P., Journal of Open Source Software, 5 (2020), p. 1944. doi: 10.21105/joss.01944.CrossRefGoogle Scholar
Rangel DaCosta, L. et al. , Micron, 151 (2021), p. 103141. doi: 10.1016/j.micron.2021.103141.CrossRefGoogle Scholar