ICASSP 2019accepted0 citations

Regularized Fourier Ptychography Using an Online Plug-and-play Algorithm

Yu Sun, Shiqi Xu, Yunzhe Li, Lei Tian, Brendt Wohlberg, Ulugbek S. Kamilov

Abstract

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 accelerated proximal gradient method (APGM). 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.

BibTeX
@inproceedings{icassp2019_regularizedfouri,
  title = {Regularized Fourier Ptychography Using an Online Plug-and-play Algorithm},
  author = {Yu Sun and Shiqi Xu and Yunzhe Li and Lei Tian and Brendt Wohlberg and Ulugbek S. Kamilov},
  booktitle = {ICASSP 2019},
  year = {2019}
}