Videos

Ju Sun - Toward practical phase retrieval with deep learning - IPAM at UCLA

Presenter
October 14, 2022
Abstract
Recorded 14 October 2022. Ju Sun of the University of Minnesota, Twin Cities, presents "Toward practical phase retrieval with deep learning" at IPAM's Diffractive Imaging with Phase Retrieval Workshop. Abstract: Phase retrieval (PR) concerns the recovery of a signal (1D, 2D, or 3D) from its Fourier magnitudes, and is central to numerous areas of scientific imaging. Over the past decade, there have been numerous breakthroughs in understanding simplified or modified versions of the problem, but the existence of effective and robust methods for the original PR problem remains elusive and so theoretical insights are out of the question. In this talk, I will discuss why PR is difficult, the strengths and limitations of conventional formulations, the promise and perils of deep learning approaches, as well as our recent methods that solve practical PR problems in an unprecedented regime. Learn more online at: http://www.ipam.ucla.edu/programs/workshops/workshop-i-diffractive-imaging-with-phase-retrieval/?tab=schedule