Literature DB >> 33063511

Spike Encoding with Optic Sensory Neurons Enable a Pulse Coupled Neural Network for Ultraviolet Image Segmentation.

Quantan Wu1,2, Bingjie Dang3,4, Congyan Lu1,2, Guangwei Xu1,2, Guanhua Yang1,2, Jiawei Wang1,2, Xichen Chuai1,2, Nianduan Lu1,2, Di Geng1,2, Hong Wang3, Ling Li1,2.   

Abstract

Drawing inspiration from biology, neuromorphic systems are of great interest in direct interaction and efficient processing of analogue signals in the real world and could be promising for the development of smart sensors. Here, we demonstrate an artificial sensory neuron consisting of an InGaZnO4 (IGZO4)-based optical sensor and NbOx-based oscillation neuron in series, which can simultaneously sense the optical information even beyond the visible light region and encode them into electrical impulses. Such artificial vision sensory neurons can convey visual information in a parallel manner analogous to biological vision systems, and the output spikes can be effectively processed by a pulse coupled neural network, demonstrating the capability of image segmentation out of a complex background. This study could facilitate the construction of artificial visual systems and pave the way for the development of light-driven neurorobotics, bioinspired optoelectronics, and neuromorphic computing.

Entities:  

Keywords:  artificial visual system; image segmentation; neuromorphic system; oscillation neuron; volatile memristor

Mesh:

Year:  2020        PMID: 33063511     DOI: 10.1021/acs.nanolett.0c02892

Source DB:  PubMed          Journal:  Nano Lett        ISSN: 1530-6984            Impact factor:   11.189


  4 in total

Review 1.  Advances in Emerging Photonic Memristive and Memristive-Like Devices.

Authors:  Wenxiao Wang; Song Gao; Yaqi Wang; Yang Li; Wenjing Yue; Hongsen Niu; Feifei Yin; Yunjian Guo; Guozhen Shen
Journal:  Adv Sci (Weinh)       Date:  2022-08-09       Impact factor: 17.521

2.  A calibratable sensory neuron based on epitaxial VO2 for spike-based neuromorphic multisensory system.

Authors:  Rui Yuan; Qingxi Duan; Pek Jun Tiw; Ge Li; Zhuojian Xiao; Zhaokun Jing; Ke Yang; Chang Liu; Chen Ge; Ru Huang; Yuchao Yang
Journal:  Nat Commun       Date:  2022-07-08       Impact factor: 17.694

3.  Artificial Olfactory Neuron for an In-Sensor Neuromorphic Nose.

Authors:  Joon-Kyu Han; Mingu Kang; Jaeseok Jeong; Incheol Cho; Ji-Man Yu; Kuk-Jin Yoon; Inkyu Park; Yang-Kyu Choi
Journal:  Adv Sci (Weinh)       Date:  2022-04-15       Impact factor: 17.521

4.  Artificial Intelligence Pulse Coupled Neural Network Algorithm in the Diagnosis and Treatment of Severe Sepsis Complicated with Acute Kidney Injury under Ultrasound Image.

Authors:  Fu Ying; Shuhua Chen; Guojun Pan; Zemin He
Journal:  J Healthc Eng       Date:  2021-07-20       Impact factor: 2.682

  4 in total

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