An Overview of AI Hardware Architectures and Silicon for 3-D Spatial Computing Systems

IF 3.2
Dongseok Im;Gwangtae Park;Junha Ryu;Hoi-Jun Yoo
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Abstract

As artificial intelligence (AI) advances, 3-D spatial computing has emerged as a key application in various fields. It interprets the 3-D space surrounding users and provides them with useful information. This article presents a survey of AI hardware architectures and silicon solutions for 3-D spatial computing systems. The survey categorizes five domains: 1) 3-D data capturing; 2) 3-D data analysis; 3) 3-D hand motion analysis; 4) simultaneous localization and mapping (SLAM); and 5) 3-D rendering. Each session analyzes design considerations for domain-specific accelerators. Finally, this article discusses a next-generation 3-D spatial computing platform that integrates various functions of 3-D spatial computing systems using AI technologies.
用于三维空间计算系统的人工智能硬件架构和硅概述
随着人工智能(AI)的发展,三维空间计算已经成为各个领域的关键应用。它可以解读用户周围的三维空间,并为用户提供有用的信息。本文介绍了用于三维空间计算系统的人工智能硬件架构和硅解决方案的调查。该调查分为五个领域:1)三维数据捕获;2)三维数据分析;3)三维手部运动分析;4)同时定位与制图(SLAM);5)三维渲染。每个会话分析特定于领域的加速器的设计注意事项。最后,本文讨论了利用人工智能技术集成三维空间计算系统各种功能的下一代三维空间计算平台。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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