4 papers
Generative Image Restoration and Super-Resolution using Physics-Informed Synthetic Data for Scanning Tunneling Microscopy
Nikola L. Kolev, Tommaso Rodani, Neil J. Curson +2
Scanning tunnelling microscopy (STM) enables atomic-resolution imaging and atom manipulation, but its utility is often limited by tip degradation and slow serial data acquisition.…
Mic-hackathon 2024: Hackathon on Machine Learning for Electron and Scanning Probe Microscopy
Utkarsh Pratiush, Austin Houston, Kamyar Barakati +70
Microscopy is a primary source of information on materials structure and functionality at nanometer and atomic scales. The data generated is often well-structured, enriched with me…
Overcoming Labelled Data Scarcity for Defect Classification in Scanning Tunneling Microscopy
Nikola L. Kolev, Max Trouton, Filippo Federici Canova +4
Scanning tunnelling microscopy (STM) is a powerful technique for imaging surfaces with atomic resolution, providing insight into physical and chemical processes at the level of sin…
Hydrogen Passivation Effects on Spatially Resolved Charge Trap Densities in Si(100)-SiO
Adam J. Czarnecki, Nikola L. Kolev, Patrick See +5
As silicon-based devices continue to shrink to the nanoscale, traps at the Si-SiO interface pose increasing challenges to device performance. These traps reduce channel carrier…