Ptychography Using Blind Multi-Mode PMACE
Ptychography is an imaging technique that enables nanometer-scale reconstruction of complex transmittance images by scanning objects with overlapping X-ray illumination patterns. However, the illumination function is typically unknown and only partially coherent, which presents challenges for reconstruction. In this paper, we introduce Blind Multi-Mode Projected Multi-Agent Consensus Equilibrium (BM-PMACE) for blind ptychographic reconstruction. BM-PMACE jointly estimates both the complex transmittance image and the multi-modal probe functions associated with a partially coherent probe source. Importantly, BM-PMACE maintains a location-specific probe state that captures spatially varying probe aberrations. Our method also incorporates a dynamic strategy for integrating additional probe modes. Our experiments on synthetic and measured data demonstrate that BM-PMACE outperforms existing approaches in reconstruction quality and convergence rate.
Authors
- Qiuchen Zhai (ORCID: https://orcid.org/0009-0004-9153-2834)
- Brendt Wohlberg (ORCID: https://orcid.org/0000-0002-4767-1843)
- Gregery T. Buzzard (ORCID: https://orcid.org/0000-0001-9777-3090)
- Charles A. Bouman (ORCID: https://orcid.org/0000-0001-8504-0383)
- K. M. Mertes (ORCID: https://orcid.org/0000-0002-6096-4472)
Institutions
- Los Alamos National Laboratory (US)
- Purdue University West Lafayette (US)
Publication Details
- Journal
- IEEE Transactions on Computational Imaging
- Published
- 2025-01-01
- DOI
- https://doi.org/10.1109/tci.2025.3609957
- Primary Topic
- Advanced X-ray Imaging Techniques
- Type
- article
- Field-Weighted Citation Impact
- 0.00