English

Holographic Phase Retrieval via Wirtinger Flow: Cartesian Form with Auxiliary Amplitude

Information Theory 2024-05-22 v3 Graphics Numerical Analysis Image and Video Processing math.IT Numerical Analysis

Abstract

We propose a new gradient method for holography, where a phase-only hologram is parameterized by not only the phase but also amplitude. The key idea of our approach is the formulation of a phase-only hologram using an auxiliary amplitude. We optimize the parameters using the so-called Wirtinger flow algorithm in the Cartesian domain, which is a gradient method defined on the basis of the Wirtinger calculus. At the early stage of optimization, each element of the hologram exists inside a complex circle, and it can take a large gradient while diverging from the origin. This characteristic contributes to accelerating the gradient descent. Meanwhile, at the final stage of optimization, each element evolves along a complex circle, similar to previous state-of-the-art gradient methods. The experimental results demonstrate that our method outperforms previous methods, primarily due to the optimization of the amplitude.

Keywords

Cite

@article{arxiv.2403.10560,
  title  = {Holographic Phase Retrieval via Wirtinger Flow: Cartesian Form with Auxiliary Amplitude},
  author = {Ittetsu Uchiyama and Chihiro Tsutake and Keita Takahashi and Toshiaki Fujii},
  journal= {arXiv preprint arXiv:2403.10560},
  year   = {2024}
}