We consider a popular nonsmooth formulation of the real phase retrieval problem. We show that under standard statistical assumptions a simple subgradient method converges linearly …
This paper deals with finding an n-dimensional solution x to a system of quadratic equations of the form yi=|< ai, x>| 2 for 1≤ i≤ m, which is also known as the generalized phase …
We consider the problem of estimating a signal from measurements obtained via a generalized linear model. We focus on estimators based on approximate message passing …
Imaging through multimode fiber (MMF) provides high-resolution imaging through a fiber with cross section down to tens of micrometers. It requires interferometry to measure the full …
YM Lu, G Li - Information and Inference: A Journal of the IMA, 2020 - academic.oup.com
We study a spectral initialization method that serves a key role in recent work on estimating signals in non-convex settings. Previous analysis of this method focuses on the phase …
Computer-generated holographic (CGH) displays show great potential and are emerging as the next-generation displays for augmented and virtual reality, and automotive heads-up …
Holographic displays promise to deliver unprecedented display capabilities in augmented reality applications, featuring a wide field of view, wide color gamut, spatial resolution, and …
J Ma, J Xu, A Maleki - IEEE Transactions on Information Theory, 2019 - ieeexplore.ieee.org
We consider an ℓ 2-regularized non-convex optimization problem for recovering signals from their noisy phaseless observations. We design and study the performance of a …
A transmission matrix describes the input-output relationship of a complex wavefront as it passes through/reflects off a multiple-scattering medium, such as frosted glass or a painted …