Neural network enabled fringe projection through scattering media

PLUTO / PLUTO-2 Spatial Light Modulators
Deep Learning / Neuronal Network Turbid-/ Opaque Media /Multi Scattering
Published on:
Authors: Shile Yang, Yuecheng Shen, Jiawei Luo, Zhengyang Wang, Daixuan Wu, Jiaming Liang, Zhiling Zhang, Dalong Qi, Yunhua Yao, Lianzhong Deng, Bin Zhang, Zhenrong Sun, and Shian Zhang
Abstract:

The projection of fringes plays an essential role in many applications, such as fringe projection profilometry and structured illumination microscopy. However, these capabilities are significantly constrained in environments affected by optical scattering. Although recent developments in wavefront shaping have effectively generated high-fidelity focal points and relatively simple structured images amidst scattering, the ability to project fringes that cover half of the projection area has not yet been achieved. To address this limitation, this study presents a fringe projector enabled by a neural network, capable of projecting fringes with variable periodicities and orientation angles through scattering media. We tested this projector on two types of scattering media: ground glass diffusers and multimode fibers. For these scattering media, the average Pearson’s correlation coefficients between the projected fringes and their designed configurations are 86.9% and 79.7%, respectively. These results demonstrate the effectiveness of the proposed neural network enabled fringe projector. This advancement is expected to broaden the scope of fringe-based imaging techniques, making it feasible to employ them in conditions previously hindered by scattering effects.

Open Access

Publication: Optics Express
Issue/Year: Opt. Express 32, 21269-21280 (2024)
DOI: 10.1364/OE.527431
Link: https://doi.org/10.1364/OE.527431

Related Papers

GAEA / GAEA-2 Spatial Light Modulators
Authors:Ekaterina A. Savchenkova, Andrey S. Ovchinnikov, Vladislav G. Rodin, Rostislav S. Starikov, Nikolay N. Evtikhiev, Pavel A. Cheremkhin

Adaptive non-iterative histogram-based hologram quantization

Applications: Deep Learning / Neuronal Network,Digital-/ Computer Holography/ CGH
LC 2012 PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Jiaosheng Li, Yifei Chen, Tianyun Liu, Bo Wu & Qinnan Zhang

Single-pixel Fresnel incoherent correlation holography compressed imaging using a Trumpet network

Applications: Deep Learning / Neuronal Network,Digital-/ Computer Holography/ CGH,Imaging/ Image Processing
LETO / LETO-3 Spatial Light Modulators
Authors:Yan Liu, Jianwei Qin, Yanbing Liu, Yuanan Liu, Xun Liu, Fangwei Ye, and Wei Li

Optical Fourier convolutional neural network with high efficiency in image classification

Applications: Deep Learning / Neuronal Network
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Kyriakos Skarsoulis, Konstantinos Makris, Christophe Moser, and Demetri Psaltis

Ptychographic imaging with a fiber endoscope via wavelength scanning

Applications: Deep Learning / Neuronal Network,Imaging/ Image Processing
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Siyu Gao, Xiaoyun Liu, Yonghao Chen, Jinyang Jiang, Ying Liu, Tengfei Chai and Yueqiu Jiang

Oceanic turbulence parameters recognition based on convolutional neural network

Applications: Adaptive Optics / Wavefront Control,Deep Learning / Neuronal Network,Optical Communication
LETO / LETO-3 Spatial Light Modulators
Authors:Manu Gopakumar, Gun-Yeal Lee, Suyeon Choi, Brian Chao, Yifan Peng, Jonghyun Kim & Gordon Wetzstein

Full-colour 3D holographic augmented-reality displays with metasurface waveguides

Applications: AR/VR/MR / Holographic Display,Deep Learning / Neuronal Network
GAEA / GAEA-2 Spatial Light Modulators
Authors:Xiaofei Li, Xin Liu, Quanying Wu, Jun Zeng, Yangjian Cai, Sergey A. Ponomarenko, Chunhao Liang

Prime number factorization with light beams carrying orbital angular momentum

Applications: Deep Learning / Neuronal Network,Digital-/ Computer Holography/ CGH,Higher Order Modes / Optical Vortex / OAM
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Rui Xiong, Xiangchao Zhang, Xinyang Ma, Leheng Li, Zhanghao Ni, and Xiangqian Jiang

Adaptive coded phase mask design and high-quality image reconstruction for interference-less coded aperture correlation holography

Applications: Deep Learning / Neuronal Network,Digital-/ Computer Holography/ CGH,Imaging/ Image Processing
HES / HEO 6001 PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Omri Wengrowicz, Alex Bronstein, and Oren Cohen

Unsupervised physics-informed deep learning-based reconstruction for time-resolved imaging by multiplexed ptychography

Applications: Deep Learning / Neuronal Network
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Pan, Tuqiang / Ye, Jianwei / Liu, Haotian / Zhang, Fan / Xu, Pengbai / Xu, Ou / Xu, Yi / Qin, Yuwen

Non-orthogonal optical multiplexing empowered by deep learning

Applications: Complex Modulation,Deep Learning / Neuronal Network,Optical Communication
GAEA / GAEA-2 PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Fang, Xinyuan / Hu, Xiaonan / Li, Baoli / Su, Hang / Cheng, Ke / Luan, Haitao / Gu, Min

Orbital angular momentum-mediated machine learning for high-accuracy mode-feature encoding

Applications: Deep Learning / Neuronal Network,Higher Order Modes / Optical Vortex / OAM
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Zejian Ren, Xu Yan, Kai Wen, Huijin Chen, Elnur Hajiyev, Chengdong He, Gyu-Boong Jo

Creation of a tweezer array for cold atoms utilizing a generative neural network

Applications: Deep Learning / Neuronal Network,Optical Trapping /-Tweezers
LC 2012 Spatial Light Modulators
Authors:Matsuda, Naoki; Tanida, Jun; Naruse, Makoto; Horisaki, Ryoichi

Noninvasive holographic imaging through dynamically scattering media

Applications: Turbid-/ Opaque Media /Multi Scattering
HES / HEO 6001 PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Zicheng Huang, Ziyu Gu, Mengyang Shi, Yesheng Gao, and Xingzhao Liu

OP-FCNN: an optronic fully convolutional neural network for imaging through scattering media

Applications: Deep Learning / Neuronal Network,Turbid-/ Opaque Media /Multi Scattering
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Dejin Zhang, Wei Sheng, Yaoyao Shi, and Youwen Liu

Imaging objects hidden inside the strongly scattering media based on bidirectional ghost imaging

Applications: Imaging/ Image Processing,Turbid-/ Opaque Media /Multi Scattering
PLUTO / PLUTO-2 Spatial Light Modulators
Authors: Grace Kuo , Florian Schiffers , Douglas Lanman , Oliver Cossairt , Nathan Matsuda

Multisource Holography

Applications: AR/VR/MR / Holographic Display,Deep Learning / Neuronal Network,Digital-/ Computer Holography/ CGH
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Zheyu Wu, Ran Gao, Sitong Zhou, Fei Wang, Zhipei Li, Huan Chang, Dong Guo, Xiangjun Xin, Qi Zhang, Feng Tian, Qiang Wu

Robust Super-Resolution Image Transmission Based on a Ring Core Fiber with Orbital Angular Momentum

Applications: Deep Learning / Neuronal Network,Higher Order Modes / Optical Vortex / OAM,Imaging/ Image Processing
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Sitong Huang, Jian Wang, Daixuan Wu, Yin Huang, and Yuecheng Shen

Projecting colorful images through scattering media via deep learning

Applications: Deep Learning / Neuronal Network
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Qingwei Liu, Jing Chen, Bingsen Qiu, Yongtian Wang, and Juan Liu

DCPNet: a dual-channel parallel deep neural network for high quality computer-generated holography

Applications: AR/VR/MR / Holographic Display,Complex Modulation,Deep Learning / Neuronal Network,Digital-/ Computer Holography/ CGH
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Marshall B. Lindsay, Scott D. Kovaleski, Andy G. Varner, Charlie T. Veal, Derek T. Anderson, Stanton R. Price, and Steven R. Price

End-to-end physics-informed deep neural network optimization of sub-Nyquist lenses

Applications: Deep Learning / Neuronal Network
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Jianan Feng, Hang Chen, Dahai Yang, Junbo Hao, Jie Lin, and Peng Jin

Multi-wavelength diffractive neural network with the weighting method

Applications: Deep Learning / Neuronal Network
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Zhang, Yantong, Huiling Huang, Feibin Wu, Jun Han, Yi Yang, and Ruyi Li

Imaging through a Scattering Medium under Different Intensities of Ambient Light Interference

Applications: Deep Learning / Neuronal Network,Imaging/ Image Processing,Turbid-/ Opaque Media /Multi Scattering
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Jiangcheng Zhao, Chuanbiao Bai, Zhiguo Zhang and Qingchuan Zhang

Deep learning-based method for analyzing the optically trapped sperm rotation

Applications: Deep Learning / Neuronal Network,Optical Trapping /-Tweezers
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Ruibo Shang, Mikaela A. O’Brien, Fei Wang, Guohai Situ & Geoffrey P. Luke

Approximating the uncertainty of deep learning reconstruction predictions in single-pixel imaging

Applications: Deep Learning / Neuronal Network