Scalable Optical Metasurface for on-Edge Visual Intelligence

We present a large-scale optical neural network (ONN) based on metasurface with 41 million photonic neurons, surpassing digital electronics in speed and efficiency. Our metasurface-based ONN matches ResNet and Vision Transformer performance, with <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$1,000 \times$</tex> energy-efficient processing compared to GPUs.

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Published
2025-06-29
DOI
https://doi.org/10.23919/oecc/psc62146.2025.11109982
Primary Topic
Metamaterials and Metasurfaces Applications
Type
article
Field-Weighted Citation Impact
0.00

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article

Scalable Optical Metasurface for on-Edge Visual Intelligence

Chaoran Huang, Jiayong Peng, Mingcheng Luo, Chester Shu
Metamaterials and Metasurfaces Applications
article

Scalable Optical Metasurface for on-Edge Visual Intelligence

Chaoran Huang, Jiayong Peng, Mingcheng Luo, Chester Shu
article en

Abstract

We present a large-scale optical neural network (ONN) based on metasurface with 41 million photonic neurons, surpassing digital electronics in speed and efficiency. Our metasurface-based ONN matches ResNet and Vision Transformer performance, with <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">$1,000 \times$</tex> energy-efficient processing compared to GPUs.

Chinese University of Hong Kong (HK)
Shun Hing Institute of Advanced Engineering
Openalex Percentile: Top 87%
Metamaterials and Metasurfaces Applications
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