Search Results for author: Sergei Kalinin

Found 3 papers, 2 papers with code

Learning and Controlling Silicon Dopant Transitions in Graphene using Scanning Transmission Electron Microscopy

1 code implementation21 Nov 2023 Max Schwarzer, Jesse Farebrother, Joshua Greaves, Ekin Dogus Cubuk, Rishabh Agarwal, Aaron Courville, Marc G. Bellemare, Sergei Kalinin, Igor Mordatch, Pablo Samuel Castro, Kevin M. Roccapriore

We introduce a machine learning approach to determine the transition dynamics of silicon atoms on a single layer of carbon atoms, when stimulated by the electron beam of a scanning transmission electron microscope (STEM).

Physics and Chemistry from Parsimonious Representations: Image Analysis via Invariant Variational Autoencoders

1 code implementation30 Mar 2023 Mani Valleti, Yongtao Liu, Sergei Kalinin

Electron, optical, and scanning probe microscopy methods are generating ever increasing volume of image data containing information on atomic and mesoscale structures and functionalities.

Robust Feature Disentanglement in Imaging Data via Joint Invariant Variational Autoencoders: from Cards to Atoms

no code implementations20 Apr 2021 Maxim Ziatdinov, Sergei Kalinin

Recent advances in imaging from celestial objects in astronomy visualized via optical and radio telescopes to atoms and molecules resolved via electron and probe microscopes are generating immense volumes of imaging data, containing information about the structure of the universe from atomic to astronomic levels.

Astronomy Clustering +1

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