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Synaptic plasticity in self-powered artificial striate cortex for binocular orientation selectivity
Get in-depth understanding of each part of visual pathway yields insights to conquer the challenges that classic computer vision is facing. Here, we first report the bioinspired striate cortex with binocular and orientation selective receptive field based on the crossbar array of self-powered memris...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9508249/ https://www.ncbi.nlm.nih.gov/pubmed/36151070 http://dx.doi.org/10.1038/s41467-022-33393-8 |
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author | Ren, Yanyun Bu, Xiaobo Wang, Ming Gong, Yue Wang, Junjie Yang, Yuyang Li, Guijun Zhang, Meng Zhou, Ye Han, Su-Ting |
author_facet | Ren, Yanyun Bu, Xiaobo Wang, Ming Gong, Yue Wang, Junjie Yang, Yuyang Li, Guijun Zhang, Meng Zhou, Ye Han, Su-Ting |
author_sort | Ren, Yanyun |
collection | PubMed |
description | Get in-depth understanding of each part of visual pathway yields insights to conquer the challenges that classic computer vision is facing. Here, we first report the bioinspired striate cortex with binocular and orientation selective receptive field based on the crossbar array of self-powered memristors which is solution-processed monolithic all-perovskite system with each cross-point containing one CsFAPbI(3) solar cell directly stacking on the CsPbBr(2)I memristor. The plasticity of self-powered memristor can be modulated by optical stimuli following triplet-STDP rules. Furthermore, plasticity of 3 × 3 flexible crossbar array of self-powered memristors has been successfully modulated based on generalized BCM learning rule for optical-encoded pattern recognition. Finally, we implemented artificial striate cortex with binocularity and orientation selectivity based on two simulated 9 × 9 self-powered memristors networks. The emulation of striate cortex with binocular and orientation selectivity will facilitate the brisk edge and corner detection for machine vision in the future applications. |
format | Online Article Text |
id | pubmed-9508249 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-95082492022-09-25 Synaptic plasticity in self-powered artificial striate cortex for binocular orientation selectivity Ren, Yanyun Bu, Xiaobo Wang, Ming Gong, Yue Wang, Junjie Yang, Yuyang Li, Guijun Zhang, Meng Zhou, Ye Han, Su-Ting Nat Commun Article Get in-depth understanding of each part of visual pathway yields insights to conquer the challenges that classic computer vision is facing. Here, we first report the bioinspired striate cortex with binocular and orientation selective receptive field based on the crossbar array of self-powered memristors which is solution-processed monolithic all-perovskite system with each cross-point containing one CsFAPbI(3) solar cell directly stacking on the CsPbBr(2)I memristor. The plasticity of self-powered memristor can be modulated by optical stimuli following triplet-STDP rules. Furthermore, plasticity of 3 × 3 flexible crossbar array of self-powered memristors has been successfully modulated based on generalized BCM learning rule for optical-encoded pattern recognition. Finally, we implemented artificial striate cortex with binocularity and orientation selectivity based on two simulated 9 × 9 self-powered memristors networks. The emulation of striate cortex with binocular and orientation selectivity will facilitate the brisk edge and corner detection for machine vision in the future applications. Nature Publishing Group UK 2022-09-23 /pmc/articles/PMC9508249/ /pubmed/36151070 http://dx.doi.org/10.1038/s41467-022-33393-8 Text en © The Author(s) 2022 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 Ren, Yanyun Bu, Xiaobo Wang, Ming Gong, Yue Wang, Junjie Yang, Yuyang Li, Guijun Zhang, Meng Zhou, Ye Han, Su-Ting Synaptic plasticity in self-powered artificial striate cortex for binocular orientation selectivity |
title | Synaptic plasticity in self-powered artificial striate cortex for binocular orientation selectivity |
title_full | Synaptic plasticity in self-powered artificial striate cortex for binocular orientation selectivity |
title_fullStr | Synaptic plasticity in self-powered artificial striate cortex for binocular orientation selectivity |
title_full_unstemmed | Synaptic plasticity in self-powered artificial striate cortex for binocular orientation selectivity |
title_short | Synaptic plasticity in self-powered artificial striate cortex for binocular orientation selectivity |
title_sort | synaptic plasticity in self-powered artificial striate cortex for binocular orientation selectivity |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9508249/ https://www.ncbi.nlm.nih.gov/pubmed/36151070 http://dx.doi.org/10.1038/s41467-022-33393-8 |
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