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A two-dimensional mid-infrared optoelectronic retina enabling simultaneous perception and encoding
Infrared machine vision system for object perception and recognition is becoming increasingly important in the Internet of Things era. However, the current system suffers from bulkiness and inefficiency as compared to the human retina with the intelligent and compact neural architecture. Here, we pr...
Autores principales: | , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10079931/ https://www.ncbi.nlm.nih.gov/pubmed/37024508 http://dx.doi.org/10.1038/s41467-023-37623-5 |
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author | Wang, Fakun Hu, Fangchen Dai, Mingjin Zhu, Song Sun, Fangyuan Duan, Ruihuan Wang, Chongwu Han, Jiayue Deng, Wenjie Chen, Wenduo Ye, Ming Han, Song Qiang, Bo Jin, Yuhao Chua, Yunda Chi, Nan Yu, Shaohua Nam, Donguk Chae, Sang Hoon Liu, Zheng Wang, Qi Jie |
author_facet | Wang, Fakun Hu, Fangchen Dai, Mingjin Zhu, Song Sun, Fangyuan Duan, Ruihuan Wang, Chongwu Han, Jiayue Deng, Wenjie Chen, Wenduo Ye, Ming Han, Song Qiang, Bo Jin, Yuhao Chua, Yunda Chi, Nan Yu, Shaohua Nam, Donguk Chae, Sang Hoon Liu, Zheng Wang, Qi Jie |
author_sort | Wang, Fakun |
collection | PubMed |
description | Infrared machine vision system for object perception and recognition is becoming increasingly important in the Internet of Things era. However, the current system suffers from bulkiness and inefficiency as compared to the human retina with the intelligent and compact neural architecture. Here, we present a retina-inspired mid-infrared (MIR) optoelectronic device based on a two-dimensional (2D) heterostructure for simultaneous data perception and encoding. A single device can perceive the illumination intensity of a MIR stimulus signal, while encoding the intensity into a spike train based on a rate encoding algorithm for subsequent neuromorphic computing with the assistance of an all-optical excitation mechanism, a stochastic near-infrared (NIR) sampling terminal. The device features wide dynamic working range, high encoding precision, and flexible adaption ability to the MIR intensity. Moreover, an inference accuracy more than 96% to MIR MNIST data set encoded by the device is achieved using a trained spiking neural network (SNN). |
format | Online Article Text |
id | pubmed-10079931 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-100799312023-04-08 A two-dimensional mid-infrared optoelectronic retina enabling simultaneous perception and encoding Wang, Fakun Hu, Fangchen Dai, Mingjin Zhu, Song Sun, Fangyuan Duan, Ruihuan Wang, Chongwu Han, Jiayue Deng, Wenjie Chen, Wenduo Ye, Ming Han, Song Qiang, Bo Jin, Yuhao Chua, Yunda Chi, Nan Yu, Shaohua Nam, Donguk Chae, Sang Hoon Liu, Zheng Wang, Qi Jie Nat Commun Article Infrared machine vision system for object perception and recognition is becoming increasingly important in the Internet of Things era. However, the current system suffers from bulkiness and inefficiency as compared to the human retina with the intelligent and compact neural architecture. Here, we present a retina-inspired mid-infrared (MIR) optoelectronic device based on a two-dimensional (2D) heterostructure for simultaneous data perception and encoding. A single device can perceive the illumination intensity of a MIR stimulus signal, while encoding the intensity into a spike train based on a rate encoding algorithm for subsequent neuromorphic computing with the assistance of an all-optical excitation mechanism, a stochastic near-infrared (NIR) sampling terminal. The device features wide dynamic working range, high encoding precision, and flexible adaption ability to the MIR intensity. Moreover, an inference accuracy more than 96% to MIR MNIST data set encoded by the device is achieved using a trained spiking neural network (SNN). Nature Publishing Group UK 2023-04-06 /pmc/articles/PMC10079931/ /pubmed/37024508 http://dx.doi.org/10.1038/s41467-023-37623-5 Text en © The Author(s) 2023, corrected publication 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Wang, Fakun Hu, Fangchen Dai, Mingjin Zhu, Song Sun, Fangyuan Duan, Ruihuan Wang, Chongwu Han, Jiayue Deng, Wenjie Chen, Wenduo Ye, Ming Han, Song Qiang, Bo Jin, Yuhao Chua, Yunda Chi, Nan Yu, Shaohua Nam, Donguk Chae, Sang Hoon Liu, Zheng Wang, Qi Jie A two-dimensional mid-infrared optoelectronic retina enabling simultaneous perception and encoding |
title | A two-dimensional mid-infrared optoelectronic retina enabling simultaneous perception and encoding |
title_full | A two-dimensional mid-infrared optoelectronic retina enabling simultaneous perception and encoding |
title_fullStr | A two-dimensional mid-infrared optoelectronic retina enabling simultaneous perception and encoding |
title_full_unstemmed | A two-dimensional mid-infrared optoelectronic retina enabling simultaneous perception and encoding |
title_short | A two-dimensional mid-infrared optoelectronic retina enabling simultaneous perception and encoding |
title_sort | two-dimensional mid-infrared optoelectronic retina enabling simultaneous perception and encoding |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10079931/ https://www.ncbi.nlm.nih.gov/pubmed/37024508 http://dx.doi.org/10.1038/s41467-023-37623-5 |
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