Scalability of all-optical neural networks based on spatial light modulators

GAEA / GAEA-2 Spatial Light Modulators
Imaging/ Image Processing Misc.: Speckle / Characterization / Metrology Optical Computing / Quantum Optics
Published on:
Authors: Ying Zuo, Zhao Yujun, You-Chiuan Chen, Shengwang Du & Liu, Junwei
Abstract:
“Optical implementation of artificial neural networks has been attracting great attention due to its potential in parallel computation at speed of light. Although all-optical deep neural networks (AODNNs) with a few neurons have been experimentally demonstrated with acceptable errors re- cently, the feasibility of large scale AODNNs remains unknown because error might accumulate inevitably with increasing number of neurons and connections. Here, we demonstrate a scalable AODNN with programmable linear operations and tunable nonlinear activation functions. We ver- ify its scalability by measuring and analyzing errors propagating from a single neuron to the entire network. The feasibility of AODNNs is further confirmed by recognizing handwritten digits and fashions respectively.”

Open Access

Publication: Physical Review Applied
Issue/Year: Physical Review Applied, 2021
DOI: https://doi.org/10.1103/PhysRevApplied.15.054034
Link: https://doi.org/https://doi.org/10.1103/PhysRevApplied.15.054034

Related Papers

PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Yangjun Li, Hangyu Zhang, Chenzhe Jiang, Leihong Zhang, and Dawei Zhang

Computational ghost imaging for atmospheric turbulence using model-driven and data-driven deep learning

Applications: Deep Learning / Neuronal Network,Imaging/ Image Processing,Turbid-/ Opaque Media /Multi Scattering
GAEA / GAEA-2 Spatial Light Modulators
Authors:Kyosik Min, Myeong-Ho Choi, and Jae-Hyeung Park

Quality enhancement of computer-generated hologram without contents-dependent optimization by considering aberrations in the optical system

Applications: AR/VR/MR / Holographic Display,Deep Learning / Neuronal Network,Imaging/ Image Processing
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Youngbin Na and Do-Kyeong Ko

Tailoring orbital angular momentum entanglement through inverse design based on gradient descent

Applications: Deep Learning / Neuronal Network,Higher Order Modes / Optical Vortex / OAM,Optical Computing / Quantum Optics
GAEA / GAEA-2 Spatial Light Modulators
Authors:Tobias Wilm, Reinhold Fiess, and Ulrich Seger

In-situ automotive camera calibration using holographic resolution targets

Applications: Digital-/ Computer Holography/ CGH,Imaging/ Image Processing,Materials Processing / Optical Fabrication,Misc.: Speckle / Characterization / Metrology
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Joseph Meyer, Yuval Reches, Georgi Gary Rozenman, Yaron Oz, Haim Suchowski and Ady Arie

Analogy of free-space quantum key distribution using spatial modes of light: scaling up the distance and the dimensionality

Applications: Optical Communication,Optical Computing / Quantum Optics
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Carlos Vargas-Castrillón, Alejandro Velez-Zea, and John Fredy Barrera-Ramírez

Intensity equivalence between free-space propagation and a single-lens processor: application to adjustable magnification in hologram reconstruction

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

Sparse point spread function-based multi-image optical encryption

Applications: Digital-/ Computer Holography/ CGH,Optical Computing / Quantum Optics
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Adolphe Ndagijimana, Iñigo Ederra and Miguel Heredia Conde

Single-Pixel Compressive Terahertz 3D Imaging

Applications: Complex Modulation,Imaging/ Image Processing
LETO / LETO-3 Spatial Light Modulators
Authors:Augusto Arias, Susanna P. Clement, Pablo Artal and Siegfried Wahl

Chromatic imaging properties of myopia control spectacle lenses

Applications: Adaptive Optics / Wavefront Control,Imaging/ Image Processing
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Yu-Chen Chen, Shi-Xuan Mi, Ya-Ping Tian, Xiao-Bo Hu, Qi-Yao Yuan, Khian-Hooi Chew and Rui-Pin Chen

Adaptive Vectorial Restoration from Dynamic Speckle Patterns Through Biological Scattering Media Based on Deep Learning

Applications: Adaptive Optics / Wavefront Control,Deep Learning / Neuronal Network,Digital-/ Computer Holography/ CGH,Imaging/ Image Processing,Microscopy,Misc.: Speckle / Characterization / Metrology,Phase Measurement / Phase Retrieval,Polarization Generation,Turbid-/ Opaque Media /Multi Scattering
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Wenjun Yi, Shuyue Zhu, Meicheng Fu, Nan Gu, Junli Qi, Siyu Liu, Mengjun Zhu, Ping Wang, Xin Chen, Yi Zhang, Hongyu Zhang, Yao Xu, Junyi Du, Peng Xiong, Zhaohua Dong, Luobing Dong, Qiong Liu and Xiujian Li

Relay-projection microscopic telescopy

Applications: Imaging/ Image Processing,Microscopy
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Allarakha Shikder, Naveen K. Nishchal

Image encryption using arbitrary modes of Hermite-Gaussian beams

Applications: Higher Order Modes / Optical Vortex / OAM,Imaging/ Image Processing,Optical Computing / Quantum Optics
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Qiukun Liao, Shijie Zhang, Yongtian Wang and Juan Liu

High-quality real-time 3D holographic display for real-world scenes based on the optimized layered angular spectrum method

Applications: AR/VR/MR / Holographic Display,Deep Learning / Neuronal Network,Digital-/ Computer Holography/ CGH,Misc.: Speckle / Characterization / Metrology,Phase Measurement / Phase Retrieval
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Xinhao Fan, Xuanguang Wu, Liang Zhou, XinYi Bi, Jianying Du, Bingyan Wei, Yi Zhang, Sheng Liu, Jianlin Zhao, Peng Li

Configurable optical vortex ladder in free space

Applications: Higher Order Modes / Optical Vortex / OAM,Optical Computing / Quantum Optics
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Jawahar Prabhakar Desai, Vijayakumar Anand and Joseph Rosen

Multiple Incoherent Deconvolutions for Improving the Image Resolution of Diffraction-Limited Imaging Systems

Applications: Imaging/ Image Processing
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Suman Karan, Martin P. Van Exter and Anand K. Jha

Broadband uniform-efficiency OAM-mode detector

Applications: Higher Order Modes / Optical Vortex / OAM,Optical Communication,Optical Computing / Quantum Optics
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Han Gao, Li Pei, Jianshuai Wang, Zhouyi Hu, Bing Bai, Tigang Ning, Kaihua Hu, and Wenxuan Xu

Enhanced angular misalignment resiliency in multimode fiber imaging leveraging deep learning

Applications: Imaging/ Image Processing
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Ruisi Wang

Visualization of pure phase objects with optical spatial differentiation operations

Applications: Imaging/ Image Processing,Phase Measurement / Phase Retrieval
LC-R 720 Spatial Light Modulators
Authors:Xuan Liu, Rupak Bhakta, Emily Kryvorutsky and Yuanwei Zhang

Imaging cells and nanoparticles using modulated optically computed phase microscopy

Applications: Imaging/ Image Processing
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Zihao Pang and Ady Arie

Coherence synthesis in nonlinear optics

Applications: Higher Order Modes / Optical Vortex / OAM,Misc.: Speckle / Characterization / Metrology
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Aaron Z Goldberg, Jose R Hervas, Angel S Sanz, Andrei B Klimov, Jaroslav Řeháček, Zdeněk Hradil, Markus Hiekkamäki, Matias Eriksson, Robert Fickler, Gerd Leuchs and Luis L Sánchez-Soto

Robust quantum metrology with random Majorana constellations

Applications: Higher Order Modes / Optical Vortex / OAM,Optical Computing / Quantum Optics
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Qi Jia, Bojian Shi, Yanxia Zhang, Hang Li, Xiaoxin Li, Rui Feng, Fangkui Sun, Yongyin Cao, Jian Wang, Cheng-Wei Qiu, Min Gu and Weiqiang Ding

Partially coherent diffractive optical neural network

Applications: Deep Learning / Neuronal Network,Optical Computing / Quantum Optics
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Zhenting Yan, Huiling Huang, Yili Chen, Hanfei Lin, Ebraheem Farea, Xingzhao Hua and Jun Han

Scattering imaging of moving targets based on recurrent neural networks: a fusion of temporal and phase information

Applications: Deep Learning / Neuronal Network,Imaging/ Image Processing,Turbid-/ Opaque Media /Multi Scattering
LC 2002 Spatial Light Modulators
Authors:Jyoti Bikash Mohapatra, Naveen K. Nishchal and Jyothish Monikantan

Object Recognition in Foggy and Hazy Conditions Using Dark Channel Prior-Based Fringe-Adjusted Joint Transform Correlator

Applications: Digital-/ Computer Holography/ CGH,Imaging/ Image Processing