A passive RGBD sensor for accurate and real-time depth sensing self-contained into an FPGA

S. Mattoccia, Matteo Poggi
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引用次数: 26

Abstract

In this paper we describe the strategy adopted to design, from scratch, an embedded RGBD sensor for accurate and dense depth perception on a low-cost FPGA. This device infers, at more than 30 Hz, dense depth maps according to a state-of-the-art stereo vision processing pipeline entirely mapped into the FPGA without buffering partial results on external memories. The strategy outlined in this paper enables accurate depth computation with a low latency and a simple hardware design. On the other hand, it poses major constraints to the computing structure of the algorithms that fit with this simplified architecture and thus, in this paper, we discuss the solutions devised to overcome these issues. We report experimental results concerned with practical application scenarios in which the proposed RGBD sensor provides accurate and real-time depth sensing suited for the embedded vision domain.
用于精确和实时深度传感的无源RGBD传感器包含在FPGA中
在本文中,我们描述了在低成本FPGA上从零开始设计精确和密集深度感知的嵌入式RGBD传感器所采用的策略。该器件推断,在超过30赫兹,密集的深度图根据一个最先进的立体视觉处理管道完全映射到FPGA没有缓冲部分结果在外部存储器。本文提出的策略能够以低延迟和简单的硬件设计实现精确的深度计算。另一方面,它对适合这种简化架构的算法的计算结构提出了主要限制,因此,在本文中,我们讨论了克服这些问题的解决方案。我们报告了有关实际应用场景的实验结果,其中所提出的RGBD传感器提供了适合嵌入式视觉域的精确和实时深度感知。
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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