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Single Photon Avalanche Diode based Vision Sensor with On-Chip Memristive Spiking Neuromorphic Processing

机译:基于单光子雪崩二极管的视觉传感器,具有片上忆阻尖峰神经形态处理

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In this paper, we present a novel single photon avalanche diode (SPAD) based vision sensor with on-chip memristive spiking neuromorphic processing. For this prototype design, a 5 × 5 SPAD based pixel array with asynchronous address event representation (AER) readout has been implemented in a 65 nm CMOS process. The proposed system also consists of a memristive spiking neuromorphic system to process the events in a more area and power efficient bio-inspired way. The sensor exhibits array-level dynamic range of 152 dB with power consumption of 2.1 mW. The complete event based vision sensing system is tested using a small scale shape recognition task. Results show great potential for the proposed memristive spiking neuromorphic SPAD based vision sensing system for robotic vision used in health, autonomous vehicles, and security applications.
机译:在本文中,我们提出了一种新颖的基于单光子雪崩二极管(SPAD)的视觉传感器,具有片上忆阻尖峰神经形态处理功能。对于此原型设计,已经在65 nm CMOS工艺中实现了具有异步地址事件表示(AER)读数的基于5×5 SPAD的像素阵列。拟议的系统还包括一个忆阻尖峰神经形态系统,以更大面积和更省电的生物启发方式处理事件。该传感器的阵列级动态范围为152 dB,功耗为2.1 mW。使用小规模的形状识别任务测试了基于事件的完整视觉感知系统。结果表明,提出的基于忆阻尖峰神经形态SPAD的视觉传感系统具有很大的潜力,该视觉传感系统适用于医疗,自动驾驶汽车和安全应用中的机器人视觉。

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