Intelligent Optoelectronic Devices for Next-Generation Artificial Machine Vision

被引:16
作者
Chen, Weilin [1 ,2 ]
Liu, Gang [1 ]
机构
[1] Shanghai Jiao Tong Univ, Natl Key Lab Sci & Technol Micro Nano Fabricat, Shanghai 200240, Peoples R China
[2] Shanghai Jiao Tong Univ, Sch Elect Informat & Elect Engn, Dept Micro Nano Elect, Shanghai 200240, Peoples R China
基金
上海市自然科学基金; 中国国家自然科学基金;
关键词
biology-inspired visual perception; machine vision; neuromorphic computing; optoelectronic devices; BLACK PHOSPHORUS; IMAGE SENSOR; ORGANIC PHOTODIODES; LARGE-SCALE; FULL-COLOR; LARGE-AREA; LOW-NOISE; PERFORMANCE; PHOTODETECTOR; MEMORY;
D O I
10.1002/aelm.202200668
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
Machine vision technology is a thriving interdisciplinary subject to simulate human vision-related intelligent behaviors, which has played an increasingly important role in various fields, especially in artificial intelligence and big-data eras. However, the existing silicon-based machine vision technology (s-MVT) has been plagued by complex and inefficient von Neumann architecture, thus gradually becoming overwhelmed when handling high-throughput parallel tasks. The emerging bionic machine vision technology (b-MVT) with new materials, working principles, and architectures are attracting ever-increasing attention, which simulates the structure-function relationship of the human visual system and shows great potential in processing optical information efficiently with low power consumption. In this review, the recent developments achieved in the b-MVT are summarized, with a particular emphasis on material selection, device fabrication and performance, as well as several popular neural networks for back-end image recognition. A summary and critical challenges of the b-MVT are also discussed.
引用
收藏
页数:28
相关论文
共 189 条
  • [31] Recent progress in the assembly of nanodevices and van der Waals heterostructures by deterministic placement of 2D materials
    Frisenda, Riccardo
    Navarro-Moratalla, Efren
    Gant, Patricia
    Perez De Lara, David
    Jarillo-Herrero, Pablo
    Gorbachev, Roman V.
    Castellanos-Gomez, Andres
    [J]. CHEMICAL SOCIETY REVIEWS, 2018, 47 (01) : 53 - 68
  • [32] Ultrasensitive 2D Bi2O2Se Phototransistors on Silicon Substrates
    Fu, Qundong
    Zhu, Chao
    Zhao, Xiaoxu
    Wang, Xingli
    Chaturvedi, Apoorva
    Zhu, Chao
    Wang, Xiaowei
    Zeng, Qingsheng
    Zhou, Jiadong
    Liu, Fucai
    Tay, Beng Kang
    Zhang, Hua
    Pennycook, Stephen J.
    Liu, Zheng
    [J]. ADVANCED MATERIALS, 2019, 31 (01)
  • [33] Large-area low-noise flexible organic photodiodes for detecting faint visible light
    Fuentes-Hernandez, Canek
    Chou, Wen-Fang
    Khan, Talha M.
    Diniz, Larissa
    Lukens, Julia
    Larrain, Felipe A.
    Rodriguez-Toro, Victor A.
    Kippelen, Bernard
    [J]. SCIENCE, 2020, 370 (6517) : 698 - +
  • [34] Epitaxial Growth of 2D Ternary Copper-Indium-Selenide Nanoflakes for High-Performance Near-Infrared Photodetectors
    Gan, Haibo
    Hao, Qiaoyan
    Liu, Jidong
    Li, Peng
    Qi, Dianyu
    Liu, Fei
    Lei, Ting
    Zhang, Wenjing
    [J]. ADVANCED OPTICAL MATERIALS, 2022, 10 (09)
  • [35] Ultra-Small 2D PbS Nanoplatelets: Liquid-Phase Exfoliation and Emerging Applications for Photo-Electrochemical Photodetectors
    Gao, Lingfeng
    Chen, Hualong
    Wang, Rui
    Wei, Songrui
    Kuklin, Artem, V
    Mei, Shan
    Zhang, Feng
    Zhang, Ye
    Jiang, Xiantao
    Luo, Zhengqian
    Xu, Shixiang
    Zhang, Han
    Agren, Hans
    [J]. SMALL, 2021, 17 (05)
  • [36] An Oxide Schottky Junction Artificial Optoelectronic Synapse
    Gao, Shuang
    Liu, Gang
    Yang, Huali
    Hu, Chao
    Chen, Qilai
    Gong, Guodong
    Xue, Wuhong
    Yi, Xiaohui
    Shang, Jie
    Li, Run-Wei
    [J]. ACS NANO, 2019, 13 (02) : 2634 - 2642
  • [37] Large-Scale Ultrathin 2D Wide-Bandgap BiOBr Nanoflakes for Gate-Controlled Deep-Ultraviolet Phototransistors
    Gong, Chuanhui
    Chu, Junwei
    Qian, Shifeng
    Yin, Chujun
    Hu, Xiaozong
    Wang, Hongbo
    Wang, Yang
    Ding, Xiang
    Jiang, Shangchi
    Li, Alei
    Gong, Youpin
    Wang, Xianfu
    Li, Chaobo
    Zhai, Tianyou
    Xiong, Jie
    [J]. ADVANCED MATERIALS, 2020, 32 (12)
  • [38] A visible light-triggered artificial photonic nociceptor with adaptive tunability of threshold
    Gong, Guodong
    Gao, Shuang
    Xie, Zhuolin
    Ye, Xiaoyu
    Lu, Ying
    Yang, Huali
    Zhu, Xiaojian
    Li, Run-Wei
    [J]. NANOSCALE, 2021, 13 (02) : 1029 - 1037
  • [39] Sensors and systems for fruit detection and localization: A review
    Gongal, A.
    Amatya, S.
    Karkee, M.
    Zhang, Q.
    Lewis, K.
    [J]. COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2015, 116 : 8 - 19
  • [40] Goossens S, 2017, NAT PHOTONICS, V11, P366, DOI [10.1038/nphoton.2017.75, 10.1038/NPHOTON.2017.75]