Polarimetric imaging through scattering media: A review

X Li, Y Han, H Wang, T Liu, SC Chen, H Hu - Frontiers in physics, 2022 - frontiersin.org
Imaging in scattering media has been a challenging and important subject in optical
science. In scattering media, the image quality is often severely degraded by the scattering …

[HTML][HTML] Polarimetric imaging via deep learning: A review

X Li, L Yan, P Qi, L Zhang, F Goudail, T Liu, J Zhai… - Remote Sensing, 2023 - mdpi.com
Polarization can provide information largely uncorrelated with the spectrum and intensity.
Therefore, polarimetric imaging (PI) techniques have significant advantages in many fields …

URNet: High-quality single-pixel imaging with untrained reconstruction network

J Li, B Wu, T Liu, Q Zhang - Optics and Lasers in Engineering, 2023 - Elsevier
High quality image reconstruction method is an important guarantee for the practical
application of single-pixel imaging (SPI). The supervised strategy-based deep learning SPI …

Self-attention module in a multi-scale improved U-net (SAM-MIU-net) motivating high-performance polarization scattering imaging

B Lin, X Fan, Z Guo - Optics Express, 2023 - opg.optica.org
Polarization imaging has outstanding advantages in the field of scattering imaging, which
still encounters great challenges in heavy scattering media systems even though there are …

Dynamic polarization fusion network (DPFN) for imaging in different scattering systems

B Lin, X Fan, P Peng, Z Guo - Optics Express, 2023 - opg.optica.org
Deep learning has broad applications in imaging through scattering media. Polarization, as
a distinctive characteristic of light, exhibits superior stability compared to light intensity within …

Polarization image fusion with self-learned fusion strategy

J Zhang, J Shao, J Chen, D Yang, B Liang - Pattern Recognition, 2021 - Elsevier
Polarization image fusion aims to integrate intensity and degree of linear polarization
images into one with more details, which is beneficial to improve the ability of targets …

High-performance polarization remote sensing with the modified U-net based deep-learning network

D Li, B Lin, X Wang, Z Guo - IEEE Transactions on Geoscience …, 2022 - ieeexplore.ieee.org
The existing scattering medium has a serious impact on the optical remote sensing. It is a
challenge and urgent problem to extract the original target's information influenced by …

U2R-pGAN: Unpaired underwater-image recovery with polarimetric generative adversarial network

P Qi, X Li, Y Han, L Zhang, J Xu, Z Cheng, T Liu… - Optics and Lasers in …, 2022 - Elsevier
Polarimetric imaging has prominent advantages in scattering media. Emerging learning-
based polarimetric technologies has succeeded but heavily relied on paired data …

Polarization motivating high-performance weak targets' imaging based on a dual-discriminator GAN

H Zhou, X Zeng, B Lin, D Li, SA Ali Shah, B Liu… - Optics …, 2024 - opg.optica.org
High-level detection of weak targets under bright light has always been an important yet
challenging task. In this paper, a method of effectively fusing intensity and polarization …

TSMPN-PSI: high-performance polarization scattering imaging based on three-stage multi-pipeline networks

X Fan, B Lin, K Guo, B Liu, Z Guo - Optics Express, 2023 - opg.optica.org
Polarization imaging, which provides multidimensional information beyond traditional
intensity imaging, has prominent advantages for complex imaging tasks, particularly in …