Retina-inspired in-sensor broadband image preprocessing for accurate recognition via the flexophototronic effect

神经形态工程学 计算机科学 预处理器 人工智能 图像传感器 宽带 计算机视觉 图像处理 人工神经网络 图像(数学) 电信
作者
Pengwen Guo,Mengmeng Jia,Di Guo,Zhong Lin Wang,Junyi Zhai
出处
期刊:Matter [Elsevier]
卷期号:6 (2): 537-553 被引量:47
标识
DOI:10.1016/j.matt.2022.11.022
摘要

•3DSS process can achieve permanent polarization, integration, and practical application •The enhanced photosensors have realized broadband perception and high photoresponsivity •The light-dosage-tunable synaptic characteristics have been simulated by the sensors •An artificial visual system can perform preprocessing tasks for accurate recognition Neuromorphic visual systems are promising candidates for emulating vision perception and recognition tasks, especially for two-dimensional (2D) semiconductor-based imaging sensors due to their tunable electrical/optical properties and compatibility for heterogeneous integration. The device integration of sensing-memory-processing units and accurate recognition for image sensors become critical obstacles to simulating visual systems; thus, developing more advanced neuromorphic structures is required. Here, we demonstrate a retina-inspired 2D molybdenum disulfide (MoS2)-based vision sensor capable of both broadband perception and preprocessing functions by exploiting the flexophototronic effect. Three-dimensional stress stabilization (3DSS) is consciously introduced into the flexophototronic sensor to achieve broadband sensing and high photoresponsivity, resulting in distinctive UV information extraction for image preprocessing. Furthermore, the artificial neural network can remarkably enhance the recognition accuracy from 35% to 90% due to preprocessing validity. This work lays the foundation for developing emerging flexophototronics for artificial visual systems endowed with real-time interaction and efficient execution. Neuromorphic visual systems are promising candidates for emulating vision perception and recognition tasks, especially for two-dimensional (2D) semiconductor-based imaging sensors due to their tunable electrical/optical properties and compatibility for heterogeneous integration. The device integration of sensing-memory-processing units and accurate recognition for image sensors become critical obstacles to simulating visual systems; thus, developing more advanced neuromorphic structures is required. Here, we demonstrate a retina-inspired 2D molybdenum disulfide (MoS2)-based vision sensor capable of both broadband perception and preprocessing functions by exploiting the flexophototronic effect. Three-dimensional stress stabilization (3DSS) is consciously introduced into the flexophototronic sensor to achieve broadband sensing and high photoresponsivity, resulting in distinctive UV information extraction for image preprocessing. Furthermore, the artificial neural network can remarkably enhance the recognition accuracy from 35% to 90% due to preprocessing validity. This work lays the foundation for developing emerging flexophototronics for artificial visual systems endowed with real-time interaction and efficient execution.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
pluto应助LT采纳,获得10
1秒前
1秒前
3秒前
辛勤依凝发布了新的文献求助10
4秒前
艺术大师完成签到,获得积分20
4秒前
星辰大海应助FAFU采纳,获得10
4秒前
4秒前
哈哈哈发布了新的文献求助100
6秒前
852应助zewangguo采纳,获得10
6秒前
7秒前
7秒前
健忘傲柏发布了新的文献求助10
8秒前
10秒前
12秒前
14秒前
yurihuang发布了新的文献求助80
14秒前
FashionBoy应助可爱deyi采纳,获得10
15秒前
科研通AI6.1应助qqq采纳,获得10
15秒前
15秒前
15秒前
michaeleh完成签到,获得积分10
16秒前
SpONGeBOb完成签到 ,获得积分10
19秒前
可爱的函函应助WD采纳,获得10
19秒前
20秒前
zewangguo发布了新的文献求助10
20秒前
糊涂涂发布了新的文献求助10
20秒前
eeush发布了新的文献求助10
21秒前
李健的小迷弟应助Vu1nerable采纳,获得10
22秒前
丘比特应助Vu1nerable采纳,获得10
22秒前
22秒前
Jasper应助Vu1nerable采纳,获得10
22秒前
科研通AI6.1应助Vu1nerable采纳,获得10
22秒前
无花果应助Vu1nerable采纳,获得30
22秒前
Lucas应助Vu1nerable采纳,获得20
22秒前
SciGPT应助Vu1nerable采纳,获得10
22秒前
科研通AI6.2应助Vu1nerable采纳,获得10
22秒前
科研通AI6.1应助Vu1nerable采纳,获得150
22秒前
科研通AI6.1应助Vu1nerable采纳,获得10
22秒前
25秒前
25秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Kinesiophobia : a new view of chronic pain behavior 2000
The Social Psychology of Citizenship 1000
Streptostylie bei Dinosauriern nebst Bemerkungen über die 540
Signals, Systems, and Signal Processing 510
Discrete-Time Signals and Systems 510
Brittle Fracture in Welded Ships 500
热门求助领域 (近24小时)
化学 材料科学 生物 医学 工程类 计算机科学 有机化学 物理 生物化学 纳米技术 复合材料 内科学 化学工程 人工智能 催化作用 遗传学 数学 基因 量子力学 物理化学
热门帖子
关注 科研通微信公众号,转发送积分 5920093
求助须知:如何正确求助?哪些是违规求助? 6898064
关于积分的说明 15812510
捐赠科研通 5046845
什么是DOI,文献DOI怎么找? 2715927
邀请新用户注册赠送积分活动 1669141
关于科研通互助平台的介绍 1606507