Deep learning in optics-a tutorial

B Hadad, S Froim, E Yosef, R Giryes… - Journal of …, 2023 - iopscience.iop.org
In recent years, machine learning and deep neural networks applications have experienced
a remarkable surge in the field of physics, with optics being no exception. This tutorial aims …

Displacement-sensible imaging through unknown scattering media via physics-aware learning

S Zhu, E Guo, K Bai, W Zhang, L Bai, J Han - Optics and Lasers in …, 2023 - Elsevier
Imaging through unstable scattering scenes is a challenging task and the focus of attention.
More computational techniques and optimization methods have been introduced in objects …

Adaptive inverse mapping: a model-free semi-supervised learning approach towards robust imaging through dynamic scattering media

X Hu, J Zhao, JE Antonio-Lopez, S Gausmann… - Optics …, 2023 - opg.optica.org
Imaging through scattering media is a useful and yet demanding task since it involves
solving for an inverse mapping from speckle images to object images. It becomes even more …

[HTML][HTML] Learning to image and track moving objects through scattering media via speckle difference

K Ma, X Wang, S He, X Zhang, Y Zhang - Optics & Laser Technology, 2023 - Elsevier
The imaging and tracking of moving objects through scattering media is a challenge due to
the serious degradation of optical information. However, the reconstruction fidelity for non …

Super-resolution imaging with large field of view for distant object through scattering media

X Pei, H Shan, X Xie - Optics and Lasers in Engineering, 2023 - Elsevier
Challenge of imaging through scattering media has been gradually solved by various
approaches. The scattering media can be utilized as “scattering lens” and applied to sub …

Speckle-free self-supervised learning for scalable imaging through scattering media with unseen condition changes

Z Huang, M Shi, J Ma, Z Guo, Y Gao, X Liu - Optics Express, 2024 - opg.optica.org
Recently, deep learning (DL) methods have been extensively developed for imaging
through scattering media. However, most learning methods rely on training with pairs of …

A Single-Shot Scattering Medium Imaging Method via Bispectrum Truncation

Y Han, H Shen, F Yuan, T Ma, P Dai, Y Sun, H Chu - Sensors, 2024 - mdpi.com
Imaging using scattering media is a very important yet challenging technology. As one of the
most widely used scattering imaging methods, speckle autocorrelation technology has …

[HTML][HTML] Fourier ptychographic layer-based imaging of hazy environments

G Hu, Y Liu, X Chu, Z Liu - Results in Physics, 2024 - Elsevier
Macroscopic Fourier ptychographic imaging method can significantly improve the resolution
of imaging systems. Nevertheless, under far-field complex environment conditions, such as …

Super-resolution imaging through scattering media based on improved triple correlation recursion and deterministic iterative estimation

Y Liu, G Cui, S Shi, Q Xiang, J Zhao, C Hou - Applied Optics, 2023 - opg.optica.org
Iterative phase retrieval algorithms are commonly used in computational techniques and
optimization methods to obtain the reconstruction of objects hidden behind opaque …

Scattering imaging with deep learning: Physical and data joint modeling optimization (invited)

G Enlai, S Yingjie, Z Shuo, C Qianqian, W Yi… - Infrared and Laser …, 2022 - irla.cn
More scattering imaging methods have been proposed to realize imaging using scattered
optical signals. Deep learning plays an important role in the field of imaging through …