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Review: Deep Learning in Electron Microscopy (2009.08328v7)
Published 17 Sep 2020 in eess.IV, cond-mat.mtrl-sci, cs.CV, and cs.LG
Abstract: Deep learning is transforming most areas of science and technology, including electron microscopy. This review paper offers a practical perspective aimed at developers with limited familiarity. For context, we review popular applications of deep learning in electron microscopy. Afterwards, we discuss hardware and software needed to get started with deep learning and interface with electron microscopes. We then review neural network components, popular architectures, and their optimization. Finally, we discuss future directions of deep learning in electron microscopy.