Papers Materials Imaging
“Materials Imaging” 태그가 달린 논문 3편 · 필터 해제
AtomAI: A Deep Learning Framework for Analysis of Image and Spectroscopy Data in (Scanning) Transmission Electron Microscopy and Beyond
2021-05-16
· Maxim Ziatdinov, Ayana Ghosh, Tommy Wong, Sergei V. Kalinin
AtomAI is an open-source software package bridging instrument-specific Python libraries, deep learning, and simulation tools into a single ecosystem. AtomAI allows direct applications of the deep convolutional neural net…
DecoderDisentanglementEnsemble LearningIm2Spec+4EXSCLAIM! -- An automated pipeline for the construction of labeled materials imaging datasets from literature
2021-03-19
· Eric Schwenker, Weixin Jiang, Trevor Spreadbury, Nicola Ferrier 외
Due to recent improvements in image resolution and acquisition speed, materials microscopy is experiencing an explosion of published imaging data. The standard publication format, while sufficient for traditional data in…
Materials ImagingExascale Deep Learning for Scientific Inverse Problems
2019-09-24
· Nouamane Laanait, Joshua Romero, Junqi Yin, M. Todd Young 외
We introduce novel communication strategies in synchronous distributed Deep Learning consisting of decentralized gradient reduction orchestration and computational graph-aware grouping of gradient tensors. These new tech…
Deep LearningMaterials Imaging
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