Deep learning in electron microscopy

JM Ede - Machine Learning: Science and Technology, 2021 - iopscience.iop.org
Deep learning is transforming most areas of science and technology, including electron
microscopy. This review paper offers a practical perspective aimed at developers with …

Reconstructing the exit wave of 2D materials in high-resolution transmission electron microscopy using machine learning

MHL Larsen, F Dahl, LP Hansen, B Barton… - Ultramicroscopy, 2023 - Elsevier
Reconstruction of the exit wave function is an important route to interpreting high-resolution
transmission electron microscopy (HRTEM) images. Here we demonstrate that convolutional …

Warwick electron microscopy datasets

JM Ede - Machine Learning: Science and Technology, 2020 - iopscience.iop.org
Large, carefully partitioned datasets are essential to train neural networks and standardize
performance benchmarks. As a result, we have set up new repositories to make our electron …

[PDF][PDF] Text Mining for Energy Materials

L Zhang, M He - J. Res. Sci. Eng., 2022 - scholar.archive.org
The scientific and technological progresses of the chemical and materials science
disciplines lead to a significant amount of numerical and textual data stored in the published …

Phase retrieval from 4-dimensional electron diffraction datasets

T Friedrich, CP Yu, J Verbeek… - … on Image Processing …, 2021 - ieeexplore.ieee.org
We present a computational imaging mode for large scale electron microscopy data, which
retrieves a complex wave from noisy/sparse intensity recordings using a deep learning …

Advances in electron microscopy with deep learning

JM Ede - arXiv preprint arXiv:2101.01178, 2021 - arxiv.org
This doctoral thesis covers some of my advances in electron microscopy with deep learning.
Highlights include a comprehensive review of deep learning in electron microscopy; large …

[PDF][PDF] Deep Learning in Electron Microscopy

M Learning - Advances in Electron Microscopy with Deep Learning, 2021 - arxiv.org
Deep learning is transforming most areas of science and technology, including electron
microscopy. This review paper offers a practical perspective aimed at developers with …

[PDF][PDF] Supplementary Information: Warwick Electron Microscopy Datasets

JM Ede - wrap.warwick.ac.uk
Figure numbers for a variety of two-dimensional tSNE visualisations are tabulated in table
S1 to ease comparison. Visualizations are for the first 50 principal components extracted by …