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模仿图像分割与运动捕捉的铟镓锌氧化物/氧化钨异质结构人工光电突触器件

IGZO/WO-Heterostructured Artificial Optoelectronic Synaptic Devices Mimicking Image Segmentation and Motion Capture.

作者信息

Wu Tong, Gao Song, Li Yang

机构信息

Shandong Provincial Key Laboratory of Network Based Intelligent Computing, School of Information Science and Engineering, University of Jinan, Jinan, 250022, China.

School of Microelectronics, Shandong University, Jinan, 250101, China.

出版信息

Small. 2024 Jul;20(27):e2309857. doi: 10.1002/smll.202309857. Epub 2024 Jan 23.

DOI:10.1002/smll.202309857
PMID:38258604
Abstract

Currently, artificial neural networks (ANNs) based on memristors are limited to recognizing static images of objects when simulating human visual system, preventing them from performing high-dimensional information perception, and achieving more complex biomimetic functions is subject to certain limitations. In this work, indium gallium zinc oxide (IGZO)/tungsten oxide (WO)-heterostructured artificial optoelectronic synaptic devices mimicking image segmentation and motion capture exhibiting high-performance optoelectronic synaptic responses are proposed and demonstrated. Upon electrical and optical stimulations, the device shows a variety of fundamental and advanced electrical and optical synaptic plasticity. Most importantly, outstanding and repeatable linear synaptic weight changes are attained by the developed memristor. By taking advantage of the notable linear synaptic weight changes, ANNs have been constructed and successfully utilized to demonstrate two applications in the field of computer vision, including image segmentation and object tracking. The accuracy attained by the memristor-based ANNs is similar to that of the computer algorithms, while its power has been significantly reduced by 10 orders of magnitude. With successful emulations of the human brain reactions when observing objects, the demonstrated memristor and related ANNs can be effectively utilized in constructing artificial optoelectronic synaptic devices and show promising potential in emulating human visual perception.

摘要

目前,基于忆阻器的人工神经网络在模拟人类视觉系统时仅限于识别物体的静态图像,这使得它们无法进行高维信息感知,并且在实现更复杂的仿生功能方面受到一定限制。在这项工作中,提出并展示了一种铟镓锌氧化物(IGZO)/氧化钨(WO)异质结构人工光电突触器件,该器件模仿图像分割和运动捕捉,表现出高性能的光电突触响应。在电刺激和光刺激下,该器件表现出各种基本和高级的电和光突触可塑性。最重要的是,通过开发的忆阻器实现了出色且可重复的线性突触权重变化。利用显著的线性突触权重变化,构建了人工神经网络并成功用于展示计算机视觉领域的两种应用,包括图像分割和目标跟踪。基于忆阻器的人工神经网络所达到的精度与计算机算法相似,同时其功耗已显著降低了10个数量级。通过成功模拟人类观察物体时的大脑反应,所展示的忆阻器和相关人工神经网络可有效地用于构建人工光电突触器件,并在模拟人类视觉感知方面显示出有前景的潜力。

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