AI for optical metasurface

A Ueno, J Hu, S An - npj Nanophotonics, 2024 - nature.com
Optical metasurfaces, planar artificial media capable of controlling light propagation, are
transitioning from laboratory curiosity to commercial applications. This shift requires …

Integration of programmable diffraction with digital neural networks

MS Sakib Rahman, A Ozcan - ACS Photonics, 2024 - ACS Publications
Optical imaging and sensing systems based on diffractive elements have seen massive
advances over the last several decades. Earlier generations of diffractive optical processors …

Transforming High-Resolution Imaging: A Comprehensive Review of Advances in Metasurfaces and Metalenses

NL Kazanskiy, SN Khonina, MA Butt - Materials Today Physics, 2024 - Elsevier
Meta-optics, particularly through the use of metasurfaces (MSs), have revolutionized high-
resolution imaging (HRI) by enabling unprecedented control over light at the subwavelength …

Deep-learning-driven end-to-end metalens imaging

J Seo, J Jo, J Kim, J Kang, C Kang… - Advanced …, 2024 - spiedigitallibrary.org
Recent advances in metasurface lenses (metalenses) have shown great potential for
opening a new era in compact imaging, photography, light detection, and ranging (LiDAR) …

Full‐Color, Wide Field‐of‐View Metalens Imaging via Deep Learning

Y Dong, B Zheng, F Yang, H Tang… - Advanced Optical …, 2024 - Wiley Online Library
Chromatic aberration has been the main showstopper for metalenses when it comes to
imaging applications with broadband sources such as ambient light. In wide field‐of‐view …

Inverse Design Broadband Achromatic and Polarizations-Insensitive Metalens in Mid-Infrared

S Xu, P Kang, J Chen, Z Hu, W Chang, F Huang - Optics Communications, 2025 - Elsevier
Conventional forward design strategies for broadband achromatic metalens usually suffer
from exact physical knowledge and high fabrication requirements of complicated meta …

Hybrid design scheme for enabling large-aperture diffractive achromat imaging

J Zhang, Z Zhao, Z Fan, H Jiao, Z Wang, X Cheng… - Optics …, 2024 - opg.optica.org
Diffractive achromats (DAs) combined with image processing algorithms offer a promising
lens solution for high-performance ultra-thin imagers. However, the design of large-aperture …

[HTML][HTML] Design of a Deep Learning-Based Metalens Color Router for RGB-NIR Sensing

H Mu, Y Zhang, Z Liang, H Gao, H Xu, B Wang, Y Wang… - Nanomaterials, 2024 - mdpi.com
Metalens can achieve arbitrary light modulation by controlling the amplitude, phase, and
polarization of the incident waves and have been applied across various fields. This paper …

Computed tomography using meta-optics

M Zhelyeznuyakov, JE Fröch, S Colburn… - arxiv preprint arxiv …, 2024 - arxiv.org
Computer vision tasks require processing large amounts of data to perform image
classification, segmentation, and feature extraction. Optical preprocessors can potentially …

End-to-end optimization of single-shot monocular metasurface camera for RGBD imaging

S Xu, C Chi, S Zheng, W Chang, F Huang - Optics Communications, 2024 - Elsevier
RGBD cameras that capture color and depth information have a wide range of applications
such as robotics, autonomous driving, and cons umer electronics. Traditional RGBD imaging …