Regularized Fourier Ptychography using an Online Plug-and-Play Algorithm
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Abstract (arXiv)
The plug-and-play priors (PnP) framework has been recently shown to achieve state-of-the-art results in regularized image reconstruction by leveraging a sophisticated denoiser within an iterative algorithm. In this paper, we propose a new online PnP algorithm for Fourier ptychographic microscopy (FPM) based on the fast iterative shrinkage/threshold algorithm (FISTA). Specifically, the proposed algorithm uses only a subset of measurements, which makes it scalable to a large set of measurements. We validate the algorithm by showing that it can lead to significant performance gains on both simulated and experimental data.
Key facts. Cited by 7 papers in the map (data through 14 Oct 2026). First posted on arXiv 31 Oct 2018.
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Citing papers per year: 2021: 1; 2022: 3; 2023: 1; 2024: 0; 2025: 1; 2026: 1.
7 papers.
- 2022Online Deep Equilibrium Learning for Regularization by Denoisingcited by 22
- 2023Prior Mismatch and Adaptation in PnP-ADMM with a Nonconvex Convergence Analysiscited by 11
- 2021Deformation-Compensated Learning for Image Reconstruction without Ground Truthcited by 9
- 2022Deep Model-Based Architectures for Inverse Problems under Mismatched Priorscited by 8
- 2022Tensorial tomographic differential phase-contrast microscopycited by 1
- 2025Designing across domains with declarative thinking: Insights from the 96-Eyes ptychographic imager projectcited by 0
- 2026Machine Learning-Augmented Acceleration of Iterative Ptychographic Reconstructioncited by 0
- 2026Machine Learning-Augmented Acceleration of Iterative Ptychographic Reconstruction1 May 2026
- 2025Designing across domains with declarative thinking: Insights from the 96-Eyes ptychographic imager project25 Aug 2025
- 2023Prior Mismatch and Adaptation in PnP-ADMM with a Nonconvex Convergence Analysis29 Sep 2023
- 2022Deep Model-Based Architectures for Inverse Problems under Mismatched Priors26 Jul 2022
- 2022Online Deep Equilibrium Learning for Regularization by Denoising25 May 2022
- 2022Tensorial tomographic differential phase-contrast microscopy25 Apr 2022
- 2021Deformation-Compensated Learning for Image Reconstruction without Ground Truth12 Jul 2021