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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...

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Autores principales: Ren, Yanyun, Bu, Xiaobo, Wang, Ming, Gong, Yue, Wang, Junjie, Yang, Yuyang, Li, Guijun, Zhang, Meng, Zhou, Ye, Han, Su-Ting
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
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.
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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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