Document details

Hardware-assisted range image generation for LiDAR point clouds

Author(s): Oliveira, Fábio ; Ferreira, Vitor ; Pinto, Sandro ; Gomes, Tiago Manuel Ribeiro

Date: 2025

Persistent ID: https://hdl.handle.net/1822/96443

Origin: RepositóriUM - Universidade do Minho

Subject(s): Range image; Light Detection and Ranging (LiDAR) sensors; Field-programmable gate array (FPGA)


Description

As the need for efficient 3D data processing increases, particularly in autonomous driving applications, fast and resource-efficient methods for structuring and representing LiDAR data, such as range images (RIs), have become crucial. This letter presents a hardware-accelerated algorithm for generating RIs from 3D LiDAR point clouds, tailored for embedded platforms featuring Field-Programmable Gate Arrays (FPGAs). The proposed solution enables real-time point cloud processing, achieving up to a 605% performance improvement over the PCL desktop implementation, and up to 470% when deployed in FPGA, while maintaining minimal hardware resource utilization.

Document Type Journal article
Language English
Contributor(s) Universidade do Minho
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