fpga实现角点特征提取,同时定位和映射

Chiang-Heng Chien, C. Hsu, Wei-Yen Wang, W. Kao, Chiang-Ju Chien
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引用次数: 2

摘要

本文提出了一种新的角点特征提取同时定位与映射算法(CFESLAM),该算法采用只将角点作为地标的角点特征提取机制,以减轻计算量。为了进一步提高整体计算效率,本文提出的CFESLAM在FPGA平台上通过硬件实现。通过这样做,所提出的方法能够提供一个健壮、可靠和低成本的实时SLAM系统。实验结果表明,采用该方法可以显著改善系统的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
FPGA-implemented corner feature extracting simultaneous localization and mapping
In this paper, a novel corner feature extracting simultaneous localization and mapping (CFESLAM) algorithm is proposed, which employs a mechanism of corner feature extraction that regards only corners as the landmarks to ease the computational burden. To further improve the overall computational efficiency, the proposed CFESLAM is implemented by hardware on a FPGA platform. By doing so, the proposed approach is capable of providing a robust, reliable, and low-cost real-time SLAM system. Experimental results have confirmed that notable improvement is made by using the proposed approach.
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