论文标题
对视觉受损的人猛击:一项调查
SLAM for Visually Impaired People: a Survey
论文作者
论文摘要
近几十年来,已经开发了几种辅助技术,以提高盲人和视力障碍(BVI)个人独立和安全导航的能力。同时,同时定位和映射(SLAM)技术已经变得足够强大,有效,可以在开发这些辅助技术方面采用。我们介绍了对54项针对盲人和视力障碍者的基于大满贯的解决方案的最新研究的系统文献评论,重点是从2017年开始发表的文献。这篇评论探讨了在这种情况下采用的各种本地化和映射技术。我们系统地识别和分类了各种大满贯方法,并分析了它们的本地化和映射技术,传感器类型,计算资源和机器学习方法。我们讨论了这些技术在盲目和视力障碍导航方面的优势和局限性。此外,我们研究了整个研究中描述的主要挑战,包括影响可用性和采用的实际挑战和考虑因素。我们的分析还评估了这些基于SLAM的解决方案在现实情况和用户满意度中的有效性,从而提供了对其对BVI移动性的实际影响的见解。从这篇评论中得出的见解确定了未来研究活动的关键差距和机会,特别是在解决动态和复杂环境带来的挑战时。我们解释了SLAM技术如何提供潜力,以提高视力障碍者有效导航的能力。最后,我们提出了这个领域的未来机会和挑战。
In recent decades, several assistive technologies have been developed to improve the ability of blind and visually impaired (BVI) individuals to navigate independently and safely. At the same time, simultaneous localization and mapping (SLAM) techniques have become sufficiently robust and efficient to be adopted in developing these assistive technologies. We present the first systematic literature review of 54 recent studies on SLAM-based solutions for blind and visually impaired people, focusing on literature published from 2017 onward. This review explores various localization and mapping techniques employed in this context. We systematically identified and categorized diverse SLAM approaches and analyzed their localization and mapping techniques, sensor types, computing resources, and machine-learning methods. We discuss the advantages and limitations of these techniques for blind and visually impaired navigation. Moreover, we examine the major challenges described across studies, including practical challenges and considerations that affect usability and adoption. Our analysis also evaluates the effectiveness of these SLAM-based solutions in real-world scenarios and user satisfaction, providing insights into their practical impact on BVI mobility. The insights derived from this review identify critical gaps and opportunities for future research activities, particularly in addressing the challenges presented by dynamic and complex environments. We explain how SLAM technology offers the potential to improve the ability of visually impaired individuals to navigate effectively. Finally, we present future opportunities and challenges in this domain.