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All-Optical Machine Learning Using Diffractive Deep Neural Networks

All-Optical Machine Learning Using Diffractive Deep Neural Networks

14 April 2018
Xing Lin
Y. Rivenson
N. Yardimci
Muhammed Veli
Mona Jarrahi
Aydogan Ozcan
ArXivPDFHTML

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

50 / 187 papers shown
Title
Nonlinear Processing with Linear Optics
Nonlinear Processing with Linear Optics
Mustafa Yildirim
Niyazi Ulaş Dinç
Ilker Oguz
D. Psaltis
C. Moser
40
35
0
17 Jul 2023
Intelligent Multi-channel Meta-imagers for Accelerating Machine Vision
Intelligent Multi-channel Meta-imagers for Accelerating Machine Vision
Hanyu Zheng
Quan Liu
I. Kravchenko
Xiaomeng Zhang
Yuankai Huo
Jason G Valentine
11
3
0
12 Jun 2023
Forward-Forward Training of an Optical Neural Network
Forward-Forward Training of an Optical Neural Network
Ilker Oguz
Junjie Ke
Qifei Wang
Feng Yang
Mustafa Yildirim
Niyazi Ulaş Dinç
J. Hsieh
C. Moser
D. Psaltis
11
14
0
30 May 2023
Photonic Advantage of Optical Encoders
Photonic Advantage of Optical Encoders
Luocheng Huang
Quentin A. A. Tanguy
Johannes E. Froch
Saswata Mukherjee
K. Böhringer
A. Majumdar
29
21
0
02 May 2023
Rubik's Optical Neural Networks: Multi-task Learning with Physics-aware
  Rotation Architecture
Rubik's Optical Neural Networks: Multi-task Learning with Physics-aware Rotation Architecture
Yingjie Li
Weilu Gao
Cunxi Yu
25
3
0
25 Apr 2023
Backpropagation-free Training of Deep Physical Neural Networks
Backpropagation-free Training of Deep Physical Neural Networks
Ali Momeni
Babak Rahmani
M. Malléjac
Philipp del Hougne
Romain Fleury
AI4CE
PINN
22
54
0
20 Apr 2023
Learning Diffractive Optical Communication Around Arbitrary Opaque
  Occlusions
Learning Diffractive Optical Communication Around Arbitrary Opaque Occlusions
Md. Sadman Sakib Rahman
Tianyi Gan
Emir Arda Deger
Çaǧatay Işıl
Mona Jarrahi
Aydogan Ozcan
20
18
0
20 Apr 2023
Physics-inspired Neuroacoustic Computing Based on Tunable Nonlinear
  Multiple-scattering
Physics-inspired Neuroacoustic Computing Based on Tunable Nonlinear Multiple-scattering
Ali Momeni
Xinxin Guo
Hervé Lissek
Romain Fleury
16
5
0
17 Apr 2023
Physics-aware Roughness Optimization for Diffractive Optical Neural
  Networks
Physics-aware Roughness Optimization for Diffractive Optical Neural Networks
Shangli Zhou
Yingjie Li
Minhan Lou
Weilu Gao
Zhijie Shi
Cunxi Yu
Caiwen Ding
25
2
0
04 Apr 2023
The Need for Inherently Privacy-Preserving Vision in Trustworthy
  Autonomous Systems
The Need for Inherently Privacy-Preserving Vision in Trustworthy Autonomous Systems
A. Taras
Niko Sünderhauf
Peter Corke
D. Dansereau
14
0
0
29 Mar 2023
Noise impact on recurrent neural network with linear activation function
Noise impact on recurrent neural network with linear activation function
V. Moskvitin
N. Semenova
22
2
0
23 Mar 2023
Universal Linear Intensity Transformations Using Spatially-Incoherent
  Diffractive Processors
Universal Linear Intensity Transformations Using Spatially-Incoherent Diffractive Processors
Md. Sadman Sakib Rahman
Xilin Yang
Jingxi Li
Bijie Bai
Aydogan Ozcan
29
46
0
23 Mar 2023
Optical Transformers
Optical Transformers
Maxwell G. Anderson
Shifan Ma
Tianyu Wang
Logan G. Wright
Peter L. McMahon
12
20
0
20 Feb 2023
Ultrafast single-channel machine vision based on neuro-inspired photonic
  computing
Ultrafast single-channel machine vision based on neuro-inspired photonic computing
Tomoya Yamaguchi
Kohei Arai
T. Niiyama
Atsushi Uchida
S. Sunada
13
9
0
15 Feb 2023
SCONNA: A Stochastic Computing Based Optical Accelerator for Ultra-Fast,
  Energy-Efficient Inference of Integer-Quantized CNNs
SCONNA: A Stochastic Computing Based Optical Accelerator for Ultra-Fast, Energy-Efficient Inference of Integer-Quantized CNNs
Sairam Sri Vatsavai
Venkata Sai Praneeth Karempudi
Ishan G. Thakkar
S. A. Salehi
J. Hastings
21
8
0
14 Feb 2023
Scientific Computing with Diffractive Optical Neural Networks
Scientific Computing with Diffractive Optical Neural Networks
Ruiyang Chen
Yingheng Tang
Jian Ma
Weilu Gao
13
6
0
12 Feb 2023
An Optical XNOR-Bitcount Based Accelerator for Efficient Inference of
  Binary Neural Networks
An Optical XNOR-Bitcount Based Accelerator for Efficient Inference of Binary Neural Networks
Sairam Sri Vatsavai
Venkata Sai Praneeth Karempudi
Ishan G. Thakkar
MQ
21
4
0
03 Feb 2023
Analog, In-memory Compute Architectures for Artificial Intelligence
Analog, In-memory Compute Architectures for Artificial Intelligence
Patrick Bowen
G. Regev
Nir Regev
Bruno U. Pedroni
Edward Hanson
Yiran Chen
17
3
0
13 Jan 2023
Decision-making and control with diffractive optical networks
Decision-making and control with diffractive optical networks
Jumin Qiu
Shuyuan Xiao
Lujun Huang
A. Miroshnichenko
Dejian Zhang
Tingting Liu
Tianbao Yu
20
4
0
21 Dec 2022
Walking Noise: On Layer-Specific Robustness of Neural Architectures
  against Noisy Computations and Associated Characteristic Learning Dynamics
Walking Noise: On Layer-Specific Robustness of Neural Architectures against Noisy Computations and Associated Characteristic Learning Dynamics
Hendrik Borras
Bernhard Klein
Holger Fröning
AAML
18
1
0
20 Dec 2022
Sophisticated deep learning with on-chip optical diffractive tensor
  processing
Sophisticated deep learning with on-chip optical diffractive tensor processing
Yuyao Huang
Tingzhao Fu
Honghao Huang
Sigang Yang
Hong-wei Chen
BDL
11
12
0
20 Dec 2022
Snapshot Multispectral Imaging Using a Diffractive Optical Network
Snapshot Multispectral Imaging Using a Diffractive Optical Network
Deniz Mengu
Anika Tabassum
Mona Jarrahi
Aydogan Ozcan
27
60
0
10 Dec 2022
EEG Opto-processor: epileptic seizure detection using diffractive
  photonic computing units
EEG Opto-processor: epileptic seizure detection using diffractive photonic computing units
Tao Yan
Maoqi Zhang
Sen Wan
Kaifeng Shang
Haiou Zhang
Xun Cao
Xing Lin
Qionghai Dai
19
0
0
09 Dec 2022
Dual adaptive training of photonic neural networks
Dual adaptive training of photonic neural networks
Ziyang Zheng
Zhengyang Duan
Hang Chen
Rui Yang
Sheng Gao
Haiou Zhang
H. Xiong
Xing Lin
19
30
0
09 Dec 2022
Unidirectional Imaging using Deep Learning-Designed Materials
Unidirectional Imaging using Deep Learning-Designed Materials
Jingxi Li
Tianyi Gan
Yifan Zhao
Bijie Bai
Chentianfei Shen
Songyu Sun
Mona Jarrahi
Aydogan Ozcan
MedIm
26
34
0
05 Dec 2022
Optical multi-task learning using multi-wavelength diffractive deep
  neural networks
Optical multi-task learning using multi-wavelength diffractive deep neural networks
Zhengyang Duan
Hang Chen
Xing Lin
19
39
0
30 Nov 2022
Privacy-Enhancing Optical Embeddings for Lensless Classification
Privacy-Enhancing Optical Embeddings for Lensless Classification
Eric Bezzam
M. Vetterli
Matthieu Simeoni
14
5
0
23 Nov 2022
Intelligent Computing: The Latest Advances, Challenges and Future
Intelligent Computing: The Latest Advances, Challenges and Future
Shiqiang Zhu
Ting Yu
Tao Xu
Hongyang Chen
Schahram Dustdar
...
Tariq S. Durrani
Huaimin Wang
Jiangxing Wu
Tongyi Zhang
Yunhe Pan
AI4CE
25
117
0
21 Nov 2022
Deep-Learning-Empowered Inverse Design for Freeform Reconfigurable
  Metasurfaces
Deep-Learning-Empowered Inverse Design for Freeform Reconfigurable Metasurfaces
Changhao Liu
Fan Yang
Maokun Li
Shenheng Xu
AI4CE
11
4
0
11 Nov 2022
DAD vision: opto-electronic co-designed computer vision with division
  adjoint method
DAD vision: opto-electronic co-designed computer vision with division adjoint method
Zihan Zang
Hao Wang
Yunpeng Xu
21
0
0
04 Nov 2022
FatNet: High Resolution Kernels for Classification Using Fully
  Convolutional Optical Neural Networks
FatNet: High Resolution Kernels for Classification Using Fully Convolutional Optical Neural Networks
Riad Ibadulla
Thomas M. Chen
C. Reyes-Aldasoro
6
8
0
30 Oct 2022
AnalogVNN: A fully modular framework for modeling and optimizing
  photonic neural networks
AnalogVNN: A fully modular framework for modeling and optimizing photonic neural networks
Vivswan Shah
Nathan Youngblood
24
3
0
14 Oct 2022
Misaligned orientations of 4f optical neural network for image
  classification accuracy on various datasets
Misaligned orientations of 4f optical neural network for image classification accuracy on various datasets
Yanbing Liu
Wei Li
Kun Cheng
Xun Liu
Wei Yang
19
0
0
05 Oct 2022
Physics-aware Differentiable Discrete Codesign for Diffractive Optical
  Neural Networks
Physics-aware Differentiable Discrete Codesign for Diffractive Optical Neural Networks
Yingjie Li
Ruiyang Chen
Weilu Gao
Cunxi Yu
22
11
0
28 Sep 2022
Time-lapse image classification using a diffractive neural network
Time-lapse image classification using a diffractive neural network
Md. Sadman Sakib Rahman
Aydogan Ozcan
26
15
0
23 Aug 2022
Physical Computing for Materials Acceleration Platforms
Physical Computing for Materials Acceleration Platforms
Erik J Peterson
Alexander Lavin
11
3
0
17 Aug 2022
Massively Parallel Universal Linear Transformations using a
  Wavelength-Multiplexed Diffractive Optical Network
Massively Parallel Universal Linear Transformations using a Wavelength-Multiplexed Diffractive Optical Network
Jingxi Li
Bijie Bai
Yilin Luo
Aydogan Ozcan
27
48
0
13 Aug 2022
All-optical image classification through unknown random diffusers using
  a single-pixel diffractive network
All-optical image classification through unknown random diffusers using a single-pixel diffractive network
Yilin Luo
Bijie Bai
Yuhang Li
Ege Cetintas
Aydogan Ozcan
DiffM
28
43
0
08 Aug 2022
NeuCASL: From Logic Design to System Simulation of Neuromorphic Engines
NeuCASL: From Logic Design to System Simulation of Neuromorphic Engines
Dharanidhar Dang
Amitash Nanda
Bill Lin
D. Sahoo
14
1
0
06 Aug 2022
Conflict-free joint sampling for preference satisfaction through quantum
  interference
Conflict-free joint sampling for preference satisfaction through quantum interference
Hiroaki Shinkawa
N. Chauvet
André Röhm
Takatomo Mihana
R. Horisaki
G. Bachelier
Makoto Naruse
17
2
0
05 Aug 2022
Image sensing with multilayer, nonlinear optical neural networks
Image sensing with multilayer, nonlinear optical neural networks
Tianyu Wang
Mandar M. Sohoni
Logan G. Wright
Martin M. Stein
Shifan Ma
Tatsuhiro Onodera
Maxwell G. Anderson
Peter L. McMahon
18
144
0
27 Jul 2022
Photonic Reconfigurable Accelerators for Efficient Inference of CNNs
  with Mixed-Sized Tensors
Photonic Reconfigurable Accelerators for Efficient Inference of CNNs with Mixed-Sized Tensors
Sairam Sri Vatsavai
Ishan G. Thakkar
19
9
0
12 Jul 2022
LiteCON: An All-Photonic Neuromorphic Accelerator for Energy-efficient
  Deep Learning (Preprint)
LiteCON: An All-Photonic Neuromorphic Accelerator for Energy-efficient Deep Learning (Preprint)
Dharanidhar Dang
Bill Lin
D. Sahoo
20
5
0
28 Jun 2022
Deep Optical Coding Design in Computational Imaging
Deep Optical Coding Design in Computational Imaging
Henry Arguello
Jorge Bacca
Hasindu Kariyawasam
Edwin Vargas
M. Márquez
...
Udith Haputhanthri
B. Ahluwalia
Peter T. C. So
D. Wadduwage
Chamira U. S. Edussooriya
3DV
13
28
0
27 Jun 2022
Diffractive Interconnects: All-Optical Permutation Operation Using
  Diffractive Networks
Diffractive Interconnects: All-Optical Permutation Operation Using Diffractive Networks
Deniz Mengu
Yifan Zhao
Anika Tabassum
Mona Jarrahi
Aydogan Ozcan
26
21
0
21 Jun 2022
Super-resolution image display using diffractive decoders
Super-resolution image display using diffractive decoders
Çaǧatay Işıl
Deniz Mengu
Yifan Zhao
Anika Tabassum
Jingxi Li
Yilin Luo
Mona Jarrahi
Aydogan Ozcan
SupR
25
35
0
15 Jun 2022
Learning-Based Data Storage [Vision] (Technical Report)
Learning-Based Data Storage [Vision] (Technical Report)
Xiang Lian
Xiaofei Zhang
28
0
0
12 Jun 2022
Single-Shot Optical Neural Network
Single-Shot Optical Neural Network
Liane Bernstein
Alexander Sludds
C. Panuski
Sivan Trajtenberg‐Mills
R. Hamerly
Dirk Englund
BDL
29
44
0
18 May 2022
Analysis of Diffractive Neural Networks for Seeing Through Random
  Diffusers
Analysis of Diffractive Neural Networks for Seeing Through Random Diffusers
Yuhang Li
Yilin Luo
Bijie Bai
Aydogan Ozcan
DiffM
11
11
0
01 May 2022
Adversarial attacks on an optical neural network
Adversarial attacks on an optical neural network
Shuming Jiao
Z. Song
S. Xiang
AAML
19
2
0
29 Apr 2022
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