The Concept of Neuromorphic Vision Systems based on Memristive Devices

2022 6th Scientific School Dynamics of Complex Networks and their Applications (DCNA)(2022)

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摘要
Here we propose the concept of neuromorphic analog memristive vision systems. The main feature of this concept is the rejection of analog-to-digital and digital-to-analog conversions when capturing input visual data for a spiking neural network (SNN) based on memristive devices. This can be achieved by combining photodiodes and memristors and directly feeding analog pulses from the output of such a circuit to the input of a SNN circuit. This concept relates to the field of in-memory and in-sensor computing and will makes it possible to create more compact, energy-efficient visual processing units for wearable, on-board and embedded electronics for such areas as robotics, the Internet of Things, neuroprosthetics and other practical applications in the field of artificial intelligence.
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关键词
computer vision,machine vision,artificial vision,memristive devices,spiking neural networks,artificial intelligence
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