Compressive multi-beam scanning transmission electron microscopy
Abstract
We demonstrate a multi-beam scanning transmission electron microscopy (STEM) imaging that integrates down-sampling with super-resolution image reconstruction via a compressive sensing framework. A custom condenser aperture with six randomly positioned circular holes is employed to produce a multi-beam STEM probe, with the beam shape and distribution tuned through defocus. While the raw multi-beam images exhibit overlapping patterns, reconstruction using Adam optimization and total variation normalization yields high-fidelity images that closely reproduce the original sample structures, even from substantially down-sampled data. The proposed approach offers a pathway toward significant acceleration of such techniques through multibeam sparse sampling and computational reconstruction potentially useful for the analytical scanning methods in general.
Fields of Study & Subjects
Advanced Electron Microscopy Techniques and Applications
Sparse and Compressive Sensing Techniques
Advanced Fluorescence Microscopy Techniques
Publication details
- Journal / source
- Ultramicroscopy
- Publisher
- Elsevier BV
- Volume
- 283
- Pages
- 114353–114353
- Publication date
- 15 March 2026
- Language
- EN