$All-Optical Machine Learning Using Diffractive Deep Neural Networks$

All-Optical Machine Learning Using Diffractive Deep Neural Networks

14 April 2018

Papers citing "All-Optical Machine Learning Using Diffractive Deep Neural Networks"

50 / 187 papers shown

Title
$All-optical graph representation learning using integrated diffractive photonic computing units$ All-optical graph representation learning using integrated diffractive photonic computing units Tao Yan Rui Yang Ziyang Zheng Xing Lin H. Xiong Qionghai Dai GNN 6 58 0 23 Apr 2022
Noise mitigation strategies in physical feedforward neural networks N. Semenova Daniel Brunner 14 13 0 20 Apr 2022
Socratic Models: Composing Zero-Shot Multimodal Reasoning with Language Andy Zeng Maria Attarian Brian Ichter K. Choromanski Adrian S. Wong ... Michael S. Ryoo Vikas Sindhwani Johnny Lee Vincent Vanhoucke Peter R. Florence ReLM LRM 13 572 0 01 Apr 2022
Physical Deep Learning with Biologically Plausible Training Method M. Nakajima Katsuma Inoue Kenji Tanaka Yasuo Kuniyoshi Toshikazu Hashimoto Kohei Nakajima AI4CE 31 3 0 01 Apr 2022
$Polarized deep diffractive neural network for classification, generation, multiplexing and de-multiplexing of orbital angular momentum modes$ Polarized deep diffractive neural network for classification, generation, multiplexing and de-multiplexing of orbital angular momentum modes Jiaqi Zhang Zhiyuan Ye Jianhua Yin Liying Lang Shuming Jiao 11 9 0 30 Mar 2022
Differentiable Microscopy Designs an All Optical Phase Retrieval Microscope Kithmini Herath Udith Haputhanthri Ramith Hettiarachchi Hasindu Kariyawasam Raja N. Ahmad Azeem Ahmad B. Ahluwalia Chamira U. S. Edussooriya D. Wadduwage 13 1 0 28 Mar 2022
$Polarization Multiplexed Diffractive Computing: All-Optical Implementation of a Group of Linear Transformations Through a Polarization-Encoded Diffractive Network$ Polarization Multiplexed Diffractive Computing: All-Optical Implementation of a Group of Linear Transformations Through a Polarization-Encoded Diffractive Network Jingxi Li Yi-Chun Hung Onur Kulce Deniz Mengu Aydogan Ozcan 27 66 0 25 Mar 2022
Hybrid training of optical neural networks J. Spall Xianxin Guo A. Lvovsky 30 38 0 20 Mar 2022
Fast Autofocusing using Tiny Transformer Networks for Digital Holographic Microscopy Stéphane Cuenat Louis Andréoli Antoine N. André P. Sandoz G. Laurent R. Couturier M. Jacquot 24 10 0 15 Mar 2022
A photonic chip-based machine learning approach for the prediction of molecular properties Hui Zhang Jonathan Wei Zhong Lau Lingxiao Wan Liang Shi H. Cai Xianshu Luo Guo-qiang Lo Chee-Kong Lee L. Kwek A. Liu 35 10 0 03 Mar 2022
Speckle-based optical cryptosystem and its application for human face recognition via deep learning Qi Zhao Huanhao Li Zhipeng Yu Chi Man Woo T. Zhong Shengfu Cheng Yuanjin Zheng Honglin Liu Jie Tian Puxiang Lai CVBM 6 23 0 26 Jan 2022
$Diffractive all-optical computing for quantitative phase imaging$ Diffractive all-optical computing for quantitative phase imaging Deniz Mengu A. Ozcan 34 66 0 22 Jan 2022
$High Throughput Multi-Channel Parallelized Diffraction Convolutional Neural Network Accelerator$ High Throughput Multi-Channel Parallelized Diffraction Convolutional Neural Network Accelerator Zibo Hu Shurui Li Russell L. T. Schwartz Maria Solyanik-Gorgone M. Miscuglio Puneet Gupta V. Sorger BDL 21 19 0 23 Dec 2021
Random Graph-Based Neuromorphic Learning with a Layer-Weaken Structure Ruiqi Mao Rongxin Cui GNN 19 0 0 17 Nov 2021
A compact butterfly-style silicon photonic-electronic neural chip for hardware-efficient deep learning Chenghao Feng Jiaqi Gu Hanqing Zhu Zhoufeng Ying Zheng Zhao David Z. Pan Ray T. Chen 14 38 0 11 Nov 2021
$Cascadable all-optical NAND gates using diffractive networks$ Cascadable all-optical NAND gates using diffractive networks Yilin Luo Deniz Mengu Aydogan Ozcan 15 34 0 02 Nov 2021
An extended physics informed neural network for preliminary analysis of parametric optimal control problems N. Demo M. Strazzullo G. Rozza PINN 31 33 0 26 Oct 2021
Applications and Techniques for Fast Machine Learning in Science A. Deiana Nhan Tran Joshua C. Agar Michaela Blott G. D. Guglielmo ... Ashish Sharma S. Summers Pietro Vischia J. Vlimant Olivia Weng 11 71 0 25 Oct 2021
Optical secret sharing with cascaded metasurface holography P. Georgi Qunshuo Wei B. Sain C. Schlickriede Yongtian Wang Lingling Huang T. Zentgraf 13 188 0 07 Oct 2021
Acceleration Method for Learning Fine-Layered Optical Neural Networks K. Aoyama H. Sawada 19 1 0 01 Sep 2021
$All-Optical Synthesis of an Arbitrary Linear Transformation Using Diffractive Surfaces$ All-Optical Synthesis of an Arbitrary Linear Transformation Using Diffractive Surfaces Onur Kulce Deniz Mengu Y. Rivenson Aydogan Ozcan 13 86 0 22 Aug 2021
$Classification and reconstruction of spatially overlapping phase images using diffractive optical networks$ Classification and reconstruction of spatially overlapping phase images using diffractive optical networks Deniz Mengu Muhammed Veli Y. Rivenson Aydogan Ozcan 40 22 0 18 Aug 2021
Training a neural network with exciton-polariton optical nonlinearity A. Opala R. Panico V. Ardizzone B. Piętka J. Szczytko D. Sanvitto M. Matuszewski D. Ballarini 21 6 0 23 Jul 2021
Wave-based extreme deep learning based on non-linear time-Floquet entanglement Ali Momeni Romain Fleury 16 20 0 19 Jul 2021
Resonant tunnelling diode nano-optoelectronic spiking nodes for neuromorphic information processing M. Hejda J. Alanis I. Ortega-Piwonka João Lourenço J. Figueiredo J. Javaloyes B. Romeira Antonio Hurtado 17 2 0 14 Jul 2021
Improvement of image classification by multiple optical scattering X. Gao Yi Li Y. Qiu Bangning Mao Miaogen Chen Y. Meng Chun-liu Zhao Juan Kang Yong Guo Changyu Shen 19 5 0 12 Jul 2021
Privacy-Preserving Image Acquisition Using Trainable Optical Kernel Yamin Sepehri P. Pad P. Frossard L. A. Dunbar PICV 11 1 0 28 Jun 2021
Vector Symbolic Architectures as a Computing Framework for Emerging Hardware Denis Kleyko Mike Davies E. P. Frady P. Kanerva Spencer J. Kent ... Evgeny Osipov J. Rabaey D. Rachkovskij Abbas Rahimi Friedrich T. Sommer 32 57 0 09 Jun 2021
Photonic neural field on a silicon chip: large-scale, high-speed neuro-inspired computing and sensing S. Sunada Atsushi Uchida 10 27 0 22 May 2021
An optical neural network using less than 1 photon per multiplication Tianyu Wang Shifan Ma Logan G. Wright Tatsuhiro Onodera Brian C. Richard Peter L. McMahon 46 177 0 27 Apr 2021
Deep physical neural networks enabled by a backpropagation algorithm for arbitrary physical systems Logan G. Wright Tatsuhiro Onodera Martin M. Stein Tianyu Wang Darren T. Schachter Zoey Hu Peter L. McMahon PINN AI4CE 40 469 0 27 Apr 2021
Understanding and mitigating noise in trained deep neural networks N. Semenova L. Larger Daniel Brunner AI4CE 8 34 0 12 Mar 2021
Knowledge Distillation Circumvents Nonlinearity for Optical Convolutional Neural Networks Jinlin Xiang S. Colburn A. Majumdar Eli Shlizerman 8 13 0 26 Feb 2021
Information contraction in noisy binary neural networks and its implications Chuteng Zhou Quntao Zhuang Matthew Mattina P. Whatmough 19 2 0 28 Jan 2021
$Real-time Multi-Task Diffractive Deep Neural Networks via Hardware-Software Co-design$ Real-time Multi-Task Diffractive Deep Neural Networks via Hardware-Software Co-design Yingjie Li Ruiyang Chen B. S. Rodriguez Weilu Gao Cunxi Yu 22 4 0 16 Dec 2020
Physical deep learning based on optimal control of dynamical systems Genki Furuhata T. Niiyama S. Sunada PINN AI4CE 21 14 0 16 Dec 2020
$Optical Phase Dropout in Diffractive Deep Neural Network$ Optical Phase Dropout in Diffractive Deep Neural Network Yong-Liang Xiao 14 0 0 28 Nov 2020
End-to-End Framework for Efficient Deep Learning Using Metasurfaces Optics Carlos Mauricio Villegas Burgos Tianqi Yang Nick Vamivakas Yuhao Zhu 6 0 0 23 Nov 2020
Photonics for artificial intelligence and neuromorphic computing B. Shastri A. Tait T. F. D. Lima W. Pernice H. Bhaskaran C. Wright Paul R. Prucnal 17 1,173 0 30 Oct 2020
$Scale-, shift- and rotation-invariant diffractive optical networks$ Scale-, shift- and rotation-invariant diffractive optical networks Deniz Mengu Y. Rivenson Aydogan Ozcan 49 65 0 24 Oct 2020
$Ensemble learning of diffractive optical networks$ Ensemble learning of diffractive optical networks Md. Sadman Sakib Rahman Jingxi Li Deniz Mengu Y. Rivenson Aydogan Ozcan 11 110 0 15 Sep 2020
The Hardware Lottery Sara Hooker 27 203 0 14 Sep 2020
To Root Artificial Intelligence Deeply in Basic Science for a New Generation of AI Jingan Yang Ya-li Peng 28 0 0 11 Sep 2020
$Large-scale neuromorphic optoelectronic computing with a reconfigurable diffractive processing unit$ Large-scale neuromorphic optoelectronic computing with a reconfigurable diffractive processing unit Tiankuang Zhou Xing Lin Jiamin Wu Yitong Chen Hao Xie Yipeng Li Jingtao Fan Huaqiang Wu Lu Fang Qionghai Dai BDL 26 419 0 26 Aug 2020
Photonic reservoir computer based on frequency multiplexing L. Butschek A. Akrout E. Dimitriadou Alessandro Lupo M. Haelterman Serge Massar 17 20 0 25 Aug 2020
$Unitary Learning for Deep Diffractive Neural Network$ Unitary Learning for Deep Diffractive Neural Network Yong-Liang Xiao 6 1 0 17 Aug 2020
Key-Nets: Optical Transformation Convolutional Networks for Privacy Preserving Vision Sensors J. Byrne Brian DeCann S. Bloom PICV 14 5 0 11 Aug 2020
Machine Learning in Nano-Scale Biomedical Engineering Alexandros-Apostolos A. Boulogeorgos Stylianos E. Trevlakis Sotiris A. Tegos V. Papanikolaou G. Karagiannidis AI4CE 12 29 0 05 Aug 2020
$All-Optical Information Processing Capacity of Diffractive Surfaces$ All-Optical Information Processing Capacity of Diffractive Surfaces Onur Kulce Deniz Mengu Y. Rivenson Aydogan Ozcan 11 111 0 25 Jul 2020
The Computational Limits of Deep Learning Neil C. Thompson Kristjan Greenewald Keeheon Lee Gabriel F. Manso VLM 17 505 0 10 Jul 2020