← 返回 JSSC 论文列表JSSC 2024第8期Digital Circuits22nm
RoboVisio A Micro-Robot Vision Domain-Specific SoC for Autonomous Navigation Ena
RoboVisio是一款高效灵活的专用SoC,用于微型机器人自主导航中的视觉任务。
22nm CMOS, 0.22 nJ/pixels, 3.5 TOPS/W
SoC卷积神经网络MRAM自主导航视觉任务
▸混合处理单元结合2D映射架构和输出通道并行卷积神经网络
▸2MB MRAM用于非易失性全芯片权重存储
▸统一图像激活内存减少50%缓冲占用
Abstract
This article presents RoboVisio, an efficient and
highly flexible domain-specific system-on-chip (SoC) for vision
tasks in fully autonomous micro-robot navigation. A novel hybrid
processing element (PE) is proposed, in which classic vision tasks
achieve high efficiency by using a 2-D-mapping architecture, while
convolutional neural network (CNN) is executed in an efficient
output-channel-parallel systolic manner. Combining both process-
ing schemes into a single PE array future-proofs the archit