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JSSC 2019第4期Digital Circuits65nm

Navion- A 2-mW Fully Integrated Real-TimeVisual-Inertial Odometry Accelerator fo

Navion是一款2mW全集成实时视觉-惯性里程计加速器,用于微型机器人和VR/AR设备导航。
65nm CMOS, 752×480立体图像@20fps/2mW, 峰值171fps/52kHz@24mW
视觉-惯性里程计能量高效加速器因子图优化片上内存压缩实时导航
全集成VIO系统消除昂贵片外处理
利用压缩和稀疏性减少内存4.1倍
在严格面积限制下通过并行提升吞吐量43%
Abstract
This paper presents Navion, an energy-efficient accelerator for visual-inertial odometry (VIO) that enables autonomous navigation of miniaturized robots (e.g., nano drones), and virtual reality (VR)/augmented reality (AR) on portable devices. The chip uses inertial measurements and mono/stereo images to estimate the drone’s trajectory and a 3-D map of the environment. This estimate is obtained by running a state-of-the- art VIO algorithm based on non-linear factor graph optimization, which requir