Implicit representation optimization method for enhanced ghost imaging through scattering medium

PLUTO / PLUTO-2 Spatial Light Modulators
Adaptive Optics / Wavefront Control Imaging/ Image Processing
Published on:
Authors: Chong Wang, Yuchen He, Yadi Wang, Hui Chen, Huaibin Zheng, Jianbin Liu, Yu Zhou, and Zhuo Xu
Abstract:

In this paper, we proposed an optimization method for Ghost Imaging (GI) through scattering medium. Traditional GI systems encounter challenges in image quality when scattering medium is present between the light source and the object. To address this issue, we framed the GI image reconstruction as a maximum likelihood estimation problem and implicitly represent the scattering medium through nonlinear fitting of Zernike basis functions. We explored three methods for representing the scattering medium: neural representation, Zernike basis function representation, and matrix representation. Our results indicated that the neural representation is particularly effective at fitting nonlinear combinations of Zernike basis functions and demonstrated superior performance. Compared to other GI reconstruction techniques, our method successfully reconstructed the object’s image even in the presence of a scattering medium. We validated our method through numerical simulations and physical experiments, demonstrating its potential for image reconstruction in scattering environments under GI architecture.

Restricted Access

Publication: Optics and Lasers in Engineering
Issue/Year: Opt Lasers Eng, Volume 195, 2025, 109262
DOI: 10.1016/j.optlaseng.2025.109262
Link: https://doi.org/10.1016/j.optlaseng.2025.109262

Related Papers

GAEA / GAEA-2 / GAEA-C Spatial Light Modulators
Authors:Yunhui Gao, Liangcai Cao & Din Ping Tsai

Single-shot, reference-less computational wavefront sensing for complex optical fields

Applications: Adaptive Optics / Wavefront Control
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Sai Deepika Sure, Jawahar Prabhakar Desai, and Joseph Rosen

Single-shot incoherent imaging with extended and engineered field of view using coded phase apertures

Applications: Imaging/ Image Processing
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Xinkuo Li, Chenduan Chen, Ke Sun, Linhan Li, Zhu Xiao, Zhou Li, Yuanzheng Yue, Jianrong Qiu, and Dezhi Tan

Perovskite nanocrystals-in-glass hierarchical structures enable stable continuous-wave random lasers

Applications: Imaging/ Image Processing
LC-R 2500 Spatial Light Modulators
Authors:Aleksandra K. Korzeniewska, Magdalena Łukowicz, Kamil Kalinowski, Rafał Cichowski, Rosario Porras-Aguilar, and Mateusz Szatkowski

Accurate and noise-robust wavefront reconstruction with an optical vortex wavefront sensor

Applications: Adaptive Optics / Wavefront Control,Higher Order Modes / Optical Vortex / OAM,Phase Measurement / Phase Retrieval
GAEA / GAEA-2 / GAEA-C Spatial Light Modulators
Authors:Peng Gao, Qi Lu, Yifan Ding, Weichao Gong, Shijie Liu, and Jianda Shao

Interferogram-free adaptive wavefront interferometry: fourier spot analysis enhancing adaptive compensation performance

Applications: Adaptive Optics / Wavefront Control,Phase Measurement / Phase Retrieval
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Wencan Wei, Fuda Jiang, Chonglei Zhang

ENZ-Based High Fidelity Complex-Field Reconstruction

Applications: Adaptive Optics / Wavefront Control,Complex Modulation,Phase Measurement / Phase Retrieval
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Run-Jie He, Zhiyuan Ye, Hong-Chao Liu, Hai-Bo Wang, and Jun Xiong

Label-free correlation adaptive optics using even-symmetrical thermal light

Applications: Adaptive Optics / Wavefront Control
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Ning Xu, Dalong Qi, Long Cheng, Zhen Pan, Wenzhang Lin, Chengyu Zhou, Hongmei Ma, Yunhua Yao, Yuecheng Shen, Lianzhong Deng, Zhenrong Sun, and Shian Zhang

Compressive incoherent digital holography for high-fidelity 3D imaging

Applications: Digital-/ Computer Holography/ CGH,Imaging/ Image Processing
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Jeroen Cerpentier and Youri Meuret

Broadband adaptive illumination with programmable freeform optics

Applications: Adaptive Optics / Wavefront Control
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:C. Hainaut, K. Ouahrouche, A. Rancon, G. Patera, C. Ouarkoub, M. Le Parquier, P. Suret, A. Amo

Bidimensional measurements of photon statistics within a multimodal temporal framework

Applications: Digital-/ Computer Holography/ CGH,Imaging/ Image Processing,Pulse Application / -Shaping
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Han Chen, Fan Wang, Zhonghao Wang, Pin Wang, Yongwei Yao, Bing Zhang, Yaping Zhang, and Ting-Chung Poon

Unified analytical framework for continuous shading and texture rendering in polygon-based computer-generated holography

Applications: Digital-/ Computer Holography/ CGH,Imaging/ Image Processing
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Zhihao Zhou, Jing Han, Zhuang Zhao, Haotian Yu, and Dongliang Zheng

Large depth range DH-PSF with high peak confinement invariance

Applications: Digital-/ Computer Holography/ CGH,Imaging/ Image Processing
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Emma Branigan, Andrew Lambert, Andreas Zepp, Szymon Gladysz, Suzanne Martin, Matthew Sheehan, Kevin Murphy

Evaluating response calculation methods for thin and volume analog holographic wavefront sensors

Applications: Adaptive Optics / Wavefront Control
LETO / LETO-3 Spatial Light Modulators
Authors:Yang Du, Angyi Lin, Hanxiao Zhang, Jianfeng You, Baoning Sun, Jianheng Huang, Qinming Li, Weiqing Zhang, and Fucai Zhang

Unified modeling of Hartmann and Talbot wavefront sensors for EUV to soft X-ray applications

Applications: Adaptive Optics / Wavefront Control,Phase Measurement / Phase Retrieval
LETO / LETO-3 Spatial Light Modulators
Authors:Xiao Jin and Thomas Zentgraf

Independent Wavefront Multiplexing with Metasurfaces via Non-Injective Transformation

Applications: Adaptive Optics / Wavefront Control,Higher Order Modes / Optical Vortex / OAM
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Francisco Angulo de Lafuente

Hybrid Quantum-NEBULA System for ARIEL Exoplanet Spectroscopy: A Real Physics Simulation Framework for Transit Spectrum Analysis

Applications: Imaging/ Image Processing,Optical Computing / Quantum Optics
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Ping Wang, Meiling Zhou, Runze Li, Tong Peng, Yuan Zhou, Dan Dan, Junwei Min, Cuiping Yao, and Baoli Yao

Non-invasive fluorescence imaging through scattering media via variance-guided wavefront shaping and convex optimization-based deconvolution

Applications: Beam Shaping / Beam Steering,Imaging/ Image Processing,Turbid-/ Opaque Media /Multi Scattering
GAEA / GAEA-2 / GAEA-C Spatial Light Modulators
Authors:Yuanhao Bao, Yuanyuan Liu, Yingying Wang, Shixun Dai, and Qiwen Zhan

Real-time compensatory mode control within few-mode fibers based on adaptive spatial light modulation

Applications: Adaptive Optics / Wavefront Control,Optical Communication,Telecom / Optical Switching / WSS
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Marius Constantin Chirita Mihaila, Petr Koutenský, Kamila Moriová, and Martin Kozák

Light-based electron aberration corrector

Applications: Adaptive Optics / Wavefront Control,Higher Order Modes / Optical Vortex / OAM,Microscopy,Pulse Application / -Shaping
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Qian Zhang, Yu Miao, Jiali Sun, Yuan Sui, Stefan Rothe, and Juergen W. Czarske

Digital design of mode decomposition systems for multimode fibers using physics-informed neural network

Applications: Adaptive Optics / Wavefront Control,Deep Learning / Neuronal Network,Turbid-/ Opaque Media /Multi Scattering
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:M. Frometa, P. G. Santos Dias, P. H. Nantes Magnani, M. do Amaral Martins, M. Hugbart, A. Cipris, Ph. W. Courteille, and R. Celistrino Teixeira

Phase-contrast imaging of a dense atomic cloud

Applications: Imaging/ Image Processing,Microscopy
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Yangjun Li, Likai Cheng, Jianming Gao, Banlian Xu, Leihong Zhang, and Dawei Zhang

Computational ghost imaging of atmospheric turbulence based on a single variable convolution kernel

Applications: Deep Learning / Neuronal Network,Imaging/ Image Processing
HES / HEO 6001 Spatial Light Modulators
Authors:Jeong-Geun Yun, Hyunjung Kang, Kyookeun Lee, Youngmo Jeong, Eunji Lee, Joohoon Kim, Minseok Choi, Bonkon Koo, Doyoun Kim, Jongchul Choi, and Junsuk Rho

Compact eye camera with two-third wavelength phase-delay metalens

Applications: Imaging/ Image Processing,Misc.: Speckle / Characterization / Metrology
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Qi Zhao, Huanhao Li, Tianting Zhong, Shengfu Cheng, Haofan Huang, Haoran Li, Jing Yao, Wenzhao Li, Chi Man Woo, Lei Gong, Yuanjin Zheng, Zhipeng Yu, and Puxiang Lai

Extended Learning Robustness for High-Fidelity Human Face Imaging from Spatiotemporally Decorrelated Speckles

Applications: Adaptive Optics / Wavefront Control,Imaging/ Image Processing,Misc.: Speckle / Characterization / Metrology