Computational imaging without a computer: seeing through random diffusers at the speed of light

  • Yi Luo
  • , Yifan Zhao
  • , Jingxi Li
  • , Ege Çetintaş
  • , Yair Rivenson
  • , Mona Jarrahi
  • , Aydogan Ozcan

Research output: Contribution to journalArticlepeer-review

170 Scopus citations

Abstract

Imaging through diffusers presents a challenging problem with various digital image reconstruction solutions demonstrated to date using computers. Here, we present a computer-free, all-optical image reconstruction method to see through random diffusers at the speed of light. Using deep learning, a set of transmissive diffractive surfaces are trained to all-optically reconstruct images of arbitrary objects that are completely covered by unknown, random phase diffusers. After the training stage, which is a one-time effort, the resulting diffractive surfaces are fabricated and form a passive optical network that is physically positioned between the unknown object and the image plane to all-optically reconstruct the object pattern through an unknown, new phase diffuser. We experimentally demonstrated this concept using coherent THz illumination and all-optically reconstructed objects distorted by unknown, random diffusers, never used during training. Unlike digital methods, all-optical diffractive reconstructions do not require power except for the illumination light. This diffractive solution to see through diffusers can be extended to other wavelengths, and might fuel various applications in biomedical imaging, astronomy, atmospheric sciences, oceanography, security, robotics, autonomous vehicles, among many others.

Original languageEnglish
Article number4
JournaleLight
Volume2
Issue number1
DOIs
StatePublished - 1 Dec 2022
Externally publishedYes

Keywords

  • Computational imaging
  • Deep learning
  • Diffractive neural network
  • Imaging through diffusers

ASJC Scopus subject areas

  • Electronic, Optical and Magnetic Materials
  • Atomic and Molecular Physics, and Optics

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