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01/04/2021
Advances in Electron Microscopy with Deep Learning
This doctoral thesis covers some of my advances in electron microscopy w...
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09/17/2020
Review: Deep Learning in Electron Microscopy
Deep learning is transforming most areas of science and technology, incl...
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04/06/2020
Adaptive Partial Scanning Transmission Electron Microscopy with Reinforcement Learning
Compressed sensing is applied to scanning transmission electron microsco...
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10/23/2019
Deep Learning Supersampled Scanning Transmission Electron Microscopy
Compressed sensing can increase resolution, and decrease electron dose a...
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06/21/2019
Adaptive Learning Rate Clipping Stabilizes Learning
Artificial neural network training with stochastic gradient descent can ...
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05/31/2019
Partial Scan Electron Microscopy with Deep Learning
We present a multi-scale conditional generative adversarial network that...
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08/29/2018
Autoencoders, Kernels, and Multilayer Perceptrons for Electron Micrograph Restoration and Compression
We present 14 autoencoders, 15 kernels and 14 multilayer perceptrons for...
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07/30/2018