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Ptychography at all wavelengths

Publication ,  Journal Article
Wang, R; Zhao, Q; Loetgering, L; Allars, F; Hong, Z; Pennycook, TJ; Horstmeyer, R; Rodenburg, J; Maiden, A; Zheng, G
Published in: Nature Reviews Methods Primers
December 1, 2025

Ptychography is a computational imaging technique that operates across multiple wavelength regimes, from electron (picometres) to X-ray (~0.1 nm), extreme ultraviolet (~10 nm) and visible light (micrometres). By reconstructing both amplitude and phase from diffraction patterns, ptychography enables high-resolution, quantitative imaging without conventional limitations imposed by lens-based optics. Ptychography has enabled advances across a range of scales: achieving deep-sub-angstrom resolution with electron microscopy, becoming an indispensable tool at X-ray synchrotron facilities worldwide and overcoming the trade-offs between resolution and field-of-view in optical imaging. This Primer provides a unified treatment of ptychography across these wavelength regimes. First, we discuss theoretical foundations, reconstruction algorithms, experimental considerations and wavelength-specific challenges. We then give examples of raw and processed data from various configurations and wavelengths. Next, we highlight key applications of ptychography in life sciences, materials science and industry. We also discuss data standards, open-source software implementations and best practices for ensuring reproducibility across different wavelength regimes. Finally, we consider limitations and future opportunities for ptychography. Together with accompanying datasets and code implementations, this Primer aims to serve newcomers and experienced practitioners in the field, facilitating broader adoption of ptychography across different disciplines.

Duke Scholars

Published In

Nature Reviews Methods Primers

DOI

EISSN

2662-8449

Publication Date

December 1, 2025

Volume

5

Issue

1
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Wang, R., Zhao, Q., Loetgering, L., Allars, F., Hong, Z., Pennycook, T. J., … Zheng, G. (2025). Ptychography at all wavelengths. Nature Reviews Methods Primers, 5(1). https://doi.org/10.1038/s43586-025-00438-3
Wang, R., Q. Zhao, L. Loetgering, F. Allars, Z. Hong, T. J. Pennycook, R. Horstmeyer, J. Rodenburg, A. Maiden, and G. Zheng. “Ptychography at all wavelengths.” Nature Reviews Methods Primers 5, no. 1 (December 1, 2025). https://doi.org/10.1038/s43586-025-00438-3.
Wang R, Zhao Q, Loetgering L, Allars F, Hong Z, Pennycook TJ, et al. Ptychography at all wavelengths. Nature Reviews Methods Primers. 2025 Dec 1;5(1).
Wang, R., et al. “Ptychography at all wavelengths.” Nature Reviews Methods Primers, vol. 5, no. 1, Dec. 2025. Scopus, doi:10.1038/s43586-025-00438-3.
Wang R, Zhao Q, Loetgering L, Allars F, Hong Z, Pennycook TJ, Horstmeyer R, Rodenburg J, Maiden A, Zheng G. Ptychography at all wavelengths. Nature Reviews Methods Primers. 2025 Dec 1;5(1).

Published In

Nature Reviews Methods Primers

DOI

EISSN

2662-8449

Publication Date

December 1, 2025

Volume

5

Issue

1