A 1920x1080 129fps 4.3pJ/pixel Stereo-Matching Processor for Pico Aerial Vehicles

IEEE 49TH EUROPEAN SOLID STATE CIRCUITS CONFERENCE, ESSCIRC 2023(2023)

引用 0|浏览0
暂无评分
摘要
This paper presents an energy-efficient stereo matching processor that fully leverages disparity and RGB images to achieve high-speed and low-power depth prediction in 28nm CMOS process. A data compression-based guided image filter is proposed to compensate for the accuracy degradation caused by insufficient aggregation paths with slightly extra hardware resources. Two SRAM architectures tailored for the aggregation and multi-linebuffer in stereo matching achieve a compact chip area of only 1.26mm(2), which enables 30-129fps dense depth throughput on full HD resolution (1920x1080) with only 57-147mW power dissipation. Besides, its normalized energy dissipation outperforms the state-of-the-art in 28nm CMOS by 9.6x even with a larger on-chip SRAM footprint.
更多
查看译文
关键词
Stereo vision, semi-global matching, guided image filtering, pico aerial vehicles
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要