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Co-designed metaoptoelectronic deep learning

delete2023-02-08
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OA
AI
C
Carlos Mauricio Villegas Burgos
P
Pei Xiong
L
Liangyu Qiu
Y
Yuhao Zhu *
A
A. Nickolas Vamivakas *
DOI:10.1364/OE.479038delete
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摘要

摘要

En 中文
A metaoptical system is co-designed with electronic hardware to implement deep learning image recognition. The optical convolution block includes a reflective metasurface to perform one layer of a deep neural network. The optical and digital components are jointly optimized to perform an image classification task attaining 65% accuracy, which is close to the 66% accuracy of a fully-digital network where the optical block is replaced by a digital convolution layer.
Keyword:
OPTICS
NETWORKS

期刊

Optics Express 封面图
Optics Express
IF:
3.3
论文数:
6.1W
被引数:
14.3W

机构

U
University of Rochester
学者数:
2.6W
论文数: 2.1W
被引数: 2.2W
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