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Using Neural Networks to Identify Atoms in HRTEM Images

Published online by Cambridge University Press:  05 August 2019

Jakob Schiøtz ,
Jacob Madsen ,
Bjarke J. G. Østergaard ,
Anders S. Dreisig ,
Pei Liu ,
Stig Helveg ,
Ole Winther ,
Jens Kling ,
Jakob Birkedal Wagner  and
Thomas Willum Hansen
Jakob Schiøtz
Affiliation:
DTU Physics, Technical University of Denmark, Kgs. Lyngby, Denmark.
Jacob Madsen
Affiliation:
DTU Physics, Technical University of Denmark, Kgs. Lyngby, Denmark.
Bjarke J. G. Østergaard
Affiliation:
DTU Physics, Technical University of Denmark, Kgs. Lyngby, Denmark.
Anders S. Dreisig
Affiliation:
DTU Physics, Technical University of Denmark, Kgs. Lyngby, Denmark.
Pei Liu
Affiliation:
DTU Nanolab, Technical University of Denmark, Kgs. Lyngby, Denmark.
Stig Helveg
Affiliation:
Haldor Topsøe A/S, Kgs. Lyngby, Denmark.
Ole Winther
Affiliation:
DTU Compute, Technical University of Denmark, Kgs. Lyngby, Denmark.
Jens Kling
Affiliation:
DTU Nanolab, Technical University of Denmark, Kgs. Lyngby, Denmark.
Jakob Birkedal Wagner
Affiliation:
DTU Nanolab, Technical University of Denmark, Kgs. Lyngby, Denmark.
Thomas Willum Hansen
Affiliation:
DTU Nanolab, Technical University of Denmark, Kgs. Lyngby, Denmark.

Abstract

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Type
Data Acquisition Schemes, Machine Learning Algorithms, and Open Source Software Development for Electron Microscopy
Information
Microscopy and Microanalysis , Volume 25 , Supplement S2 , August 2019 , pp. 216 - 217
Copyright
Copyright © Microscopy Society of America 2019 

References

[1]https://gitlab.com/schiotz/NeuralNetwork_HRTEMGoogle Scholar
[2]Madsen, J et al. , Adv. Theory Simul. 1 (2018), p. 1800037.Google Scholar
[3]Madsen, J et al. , Adv. Struct. Chem. Imag. 3 (2017), p. 14.Google Scholar
[4]Kisielowski, C et al. , Angew. Chem. Int. Ed. 49 (2010), p. 2708.Google Scholar
[5]Dreisig, AS, B.Sc. thesis, Technical University of Denmark (2019).Google Scholar
[6]Schiøtz, J et al. , Microsc. Microanal. 24 (2018), p. 512.Google Scholar