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.

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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
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article

Ptychography Using Blind Multi-Mode PMACE

Qiuchen Zhai, Brendt Wohlberg, Gregery T. Buzzard, Charles A. Bouman et al.
IEEE Transactions on Computational Imaging
Advanced X-ray Imaging Techniques
article

Ptychography Using Blind Multi-Mode PMACE

Qiuchen Zhai, Brendt Wohlberg, Gregery T. Buzzard, Charles A. Bouman, K. M. Mertes
article en

Abstract

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.

IEEE Transactions on Computational ImagingVol. 11
Los Alamos National Laboratory (US), Purdue University West Lafayette (US)
Openalex Percentile: Top 69%
Advanced X-ray Imaging Techniques
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