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Despite advances in optoelectronic memristors by mixed optical and electrical operation, achieving infrared\u2010specific fully light\u2010modulated vision systems remains challenging. Here, we demonstrate a plasmonic optoelectronic memristor based on Te nanowires\u2010Au nanoparticles\/\u03b9\u2010carrageenan film. Localized surface plasmon resonanceassisted optical excitation endows the device with non\u2010volatile, IR\u2010programmable conductance states that can be selectively erased by visible light, yielding an all\u2010photonic write\/erase scheme without electrical intervention. Exploiting this reversible photonic plasticity, we construct an IR vision system capable of in\u2010sensor Boolean logic and motion detection under complete darkness. An optical neural network trained on the reversible conductance dynamics attains 91.4% recognition accuracy for moving objects. This work proposes a fully light\u2010modulated optoelectronic memristor that may promote the future development of efficient IR machine vision systems.<\/jats:p>","DOI":"10.1002\/advs.202523162","type":"journal-article","created":{"date-parts":[[2026,1,30]],"date-time":"2026-01-30T19:38:54Z","timestamp":1769801934000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Infrared Machine Vision System Based on Te NWs\u2010Au NPs Plasmonic Optoelectronic Memristor for Motion Detection"],"prefix":"10.1002","volume":"13","author":[{"given":"Jingyao","family":"Bian","sequence":"first","affiliation":[{"name":"State Key Laboratory of Integrated Optoelectronics Ministry of Education Key Laboratory for UV Light\u2010Emitting Materials and Technology (Northeast Normal University)  Changchun P. R. China"},{"name":"School of Science Heilongjiang University of Science and Technology  Harbin P. R. China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yongxing","family":"Zhu","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Integrated Optoelectronics Ministry of Education Key Laboratory for UV Light\u2010Emitting Materials and Technology (Northeast Normal University)  Changchun P. R. China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ye","family":"Tao","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Integrated Optoelectronics Ministry of Education Key Laboratory for UV Light\u2010Emitting Materials and Technology (Northeast Normal University)  Changchun P. R. 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