Cramér-Rao lower bound and maximum-likelihood estimation in ptychography with Poisson noise

Xukang Wei, H. Paul Urbach, and Wim M. J. Coene
Phys. Rev. A 102, 043516 – Published 19 October 2020

Abstract

We investigate the performance of ptychography with noisy data by analyzing the Cramér-Rao lower bound. The lower bound of ptychography is derived and numerically computed for both top-hat plane wave and structured illumination. The influence of Poisson noise on the ptychography reconstruction is discussed. The computation result shows that, if the estimator is unbiased, the minimum variance for Poisson noise is mostly determined by the illumination power and the transmission function of the object. Monte Carlo analysis is conducted to validate our calculation results for different photon flux numbers. Furthermore, the performance of the maximum-likelihood method and the approach of amplitude-based cost-function minimization is studied in the Monte Carlo analysis.

  • Figure
  • Figure
  • Figure
  • Figure
  • Figure
  • Figure
  • Figure
3 More
  • Received 3 July 2020
  • Accepted 18 September 2020

DOI:https://doi.org/10.1103/PhysRevA.102.043516

©2020 American Physical Society

Physics Subject Headings (PhySH)

Atomic, Molecular & OpticalStatistical Physics & Thermodynamics

Authors & Affiliations

Xukang Wei1,*, H. Paul Urbach1, and Wim M. J. Coene1,2

  • 1Optics Research Group, Imaging Physics Department, Delft University of Technology, 2628 CJ, Delft, The Netherlands
  • 2ASML Netherlands B.V., 5504 DR, Veldhoven, The Netherlands

  • *x.wei-2@tudelft.nl

Article Text (Subscription Required)

Click to Expand

References (Subscription Required)

Click to Expand
Issue

Vol. 102, Iss. 4 — October 2020

Reuse & Permissions
Access Options
Author publication services for translation and copyediting assistance advertisement

Authorization Required


×
×

Images

×

Sign up to receive regular email alerts from Physical Review A

Log In

Cancel
×

Search


Article Lookup

Paste a citation or DOI

Enter a citation
×