Predicting optical transmission through complex scattering media from reflection patterns with deep neural networks

PLUTO / PLUTO-2 Spatial Light Modulators
Imaging/ Image Processing Turbid-/ Opaque Media /Multi Scattering
Published on:
Authors: Skarsoulis, Kyriakos; Kakkava, Eirini & Psaltis, Demetri
Abstract:
“Deep neural networks (DNNs) are used to reconstruct transmission speckle intensity patterns from therespective reflection speckle intensity patterns generated by illuminated parafilm layers. The dependence ofthe reconstruction accuracy on the thickness of the sample is examined for different illumination patterns ofvarious feature sizes. High reconstruction accuracy is obtained even for large parafilm thicknesses, for whichthe memory effect of the sample is vanishingly small. The generalization capability of the DNN is also studiedfor unseen scatterers of the same type.”

Open Access

Publication: Optics Communications
Issue/Year: Optics Communications, Volume 492; Pages 126968; 2021
DOI: 10.1016/j.optcom.2021.126968
Link: https://doi.org/10.1016/j.optcom.2021.126968

Related Papers

PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Jiuru He, Pengwei Zhang, Jianpo Su, Junqiao Wang, Yongzhi Tian, Yongsheng Hu, and Fengying Ma

Edge enhancement in three-dimensional vortex imaging based on FINCH by Bessel-like spiral phase modulation

Applications: Imaging/ Image Processing
LETO / LETO-3 Spatial Light Modulators
Authors:Wenxue Zhang, Yuhong Wan, Tianlong Man, Hongqiang Zhou

Computational incoherent edge enhancement imaging based on self-interference digital holography

Applications: Imaging/ Image Processing
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: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:Chané Moodley and Andrew Forbes

All-digital quantum ghost imaging: tutorial

Applications: Imaging/ Image Processing
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Kumar, Rahul, Naveen K. Nishchal, and Ayman Alfalou

Improving the False Alarm Capability of the Extended Maximum Average Correlation Height Filter

Applications: Imaging/ Image Processing
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:León Schweickhardt , Dirk Stöbener und Andreas Fischer

Specklebasierte Charakterisierung anisotroper Oberflächen

Applications: Imaging/ Image Processing
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Nitin Dubey, Ravi Kumar, Joseph Rosen

Multi-wavelength imaging with extended depth of field using coded apertures and radial quartic phase functions

Applications: Imaging/ Image Processing
LC 2012 Spatial Light Modulators
Authors:Weng, Xiaojing / Feng, Ji / Perry, Altai / Vuong, Luat T.

Non-Line-of-Sight Full-Stokes Polarimetric Imaging with Solution-Processed Metagratings and Shallow Neural Networks

Applications: Deep Learning / Neuronal Network,Imaging/ Image Processing,Polarization Generation
GAEA Spatial Light Modulators
Authors:Tilmon, Brevin; Sun, Zhanghao; Koppal, Sanjeev; Wu, Yicheng; Evangelidis, Georgios; Zahreddine, Ramzi; Krishnan, Guru; Ma, Sizhuo & Wang, Jian

Energy-Efficient Adaptive 3D Sensing

Applications: Digital-/ Computer Holography/ CGH,Imaging/ Image Processing,Misc.: Speckle / Characterization / Metrology
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Zhou, Chaohui; Xin, Jun; Li, Yanan; Lu, Xiao-Ming

Measuring small displacements of an optical point source with digital holography

Applications: Digital-/ Computer Holography/ CGH,Imaging/ Image Processing
LC 2012 Spatial Light Modulators
Authors:Tsukada, Takumi / Watanabe, Wataru

Central wavelength estimation in spectral imaging behind a diffuser via deep learning

Applications: Deep Learning / Neuronal Network,Imaging/ Image Processing,Misc.: Speckle / Characterization / Metrology
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Liang, Hanpeng; Li, Ti-Jian; Luo, Jiawei; Zhao, Jiayu; Wang, Jian; Wu, Daixuan; Luo, Zhi-Chao; Shen, Yuecheng

Optical focusing inside scattering media with iterative time-reversed ultrasonically encoded near-infrared light

Applications: Adaptive Optics / Wavefront Control,Turbid-/ Opaque Media /Multi Scattering
LETO / LETO-3 Spatial Light Modulators
Authors:Ritika Malik and Kedar Khare

Single-shot extended field of view imaging using point spread function engineering

Applications: Imaging/ Image Processing
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Han, Tongyu; Peng, Tong; Li, Runze; Wang, Kaige; Sun, Dan & Yao, Baoli

Extending the Imaging Depth of Field through Scattering Media by Wavefront Shaping of Non-Diffraction Beams

Applications: Bessel-/ Airy Beam Generation,Imaging/ Image Processing,Turbid-/ Opaque Media /Multi Scattering
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Zhou, Dongxu; Zhang, Lu; Zhang, Hongzhi; Zhang, Guoquan

Ghost images with controllable visibility and spatial resolution

Applications: Imaging/ Image Processing,Misc.: Speckle / Characterization / Metrology
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Ye, Zhiyuan; Hou, Wanting; Zhao, Jilun; Wang, Hai-Bo & Xiong, Jun

Computational holographic ghost diffraction

Applications: Imaging/ Image Processing,Phase Measurement / Phase Retrieval
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Yudaev, Andrey; Kiselev, Alexander; Shashkova, Inna; Tavrov, Alexander; Lipatov, Alexander & Korablev, Oleg

Wavefront Sensing by a Common-Path Interferometer for Wavefront Correction in Phase and Amplitude by a Liquid Crystal Spatial Light Modulator Aiming the Exoplanet Direct Imaging

Applications: Adaptive Optics / Wavefront Control,Imaging/ Image Processing,Phase Measurement / Phase Retrieval
LC 2012 Spatial Light Modulators
Authors:Neto, Jose Reinaldo da Cunha Santos Aroso Vieira da Silva; Nakamura, Tomoya; Makihara, Yasushi & Yagi, Yasushi

Extended Depth-of-Field Lensless Imaging using an Optimized Radial Mask

Applications: Imaging/ Image Processing
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Kürekci, Şahin

Optical classification and reconstruction through multimode fibers

Applications: Deep Learning / Neuronal Network,Optical Communication,Turbid-/ Opaque Media /Multi Scattering
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Rowe, Connor M. L.; Cortes, Luis Romero; de Chatellus, Hugues Guillet; Seghilani, Mohamed & Azana, Jose

Generalized Talbot Self-Healing of Periodic Images

Applications: Imaging/ Image Processing