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单目视觉定位的增强:基于立体靶标的初始化方法OA

Enhancing monocular visual positioning:3D target-assisted initialization

中文摘要英文摘要

单目视觉定位系统因其设备成本低、标定简单而受到广泛关注.然而,传统单目系统因缺乏真实尺度信息和初始化流程复杂,在需要绝对定位的场景中应用受到限制.现有的解决方案存在两方面的权衡:不依赖靶标的方法依赖固定相机高度等环境先验约束实现尺度恢复,而基于靶标的尺度恢复方法通常要求靶标图案全程处于相机视野内.为应对这些挑战,提出了一种基于立体靶标的初始化方法,通过两帧靶标图像即可实现真实尺度的恢复.这种模块化方法可集成至多种单目同步定位与建图(Simultaneous location and mapping,SLAM)框架.将该方法与 ORB-SLAM3 以及半直接法视觉里程计(Semi-direct visual odometry,SVO)集成,开展验证工作,实验结果表明,所提方法在保证系统实时性的前提下提供真实尺度信息,适用于室内导航、工业机器人定位等对绝对定位有需求的应用场景.

Monocular visual positioning systems are valued for their low cost and straightforward calibration.However,the lack of real-scale information and the complexity of initialization processes limit their application in scenarios requiring accurate absolute positioning.Existing solutions present trade-offs:markerless approaches depend on environmental priors(e.g.,fixed camera height constraints)for scale recovery,while marker-based methods typically necessitate that target patterns remain within the camera's field of view throughout the process.To address these challenges,we propose a 3D target-assisted initialization method that enables scale recovery with just two target images.This modular approach can be seamlessly integrated into monocular simultaneous localization and mapping(SLAM)frameworks.We validated our proposed initialization method through integration with ORB-SLAM3 and semi-direct visual odometry(SVO).Experimental results demonstrated that our method provides real-scale information without compromising real-time performance,making it suitable for applications such as indoor navigation and industrial robot localization,where accurate absolute positioning is essential.

马珺禹;孙长库;王鹏;付鲁华

天津大学 精密测试技术及仪器全国重点实验室,天津 300072天津大学 精密测试技术及仪器全国重点实验室,天津 300072天津大学 精密测试技术及仪器全国重点实验室,天津 300072天津大学 精密测试技术及仪器全国重点实验室,天津 300072

单目同步定位与建图实时定位尺度恢复立体靶标绝对定位视觉里程计

monocular simultaneous localization and mapping(SLAM)real-time positioningscale recovery3D targetabsolute positioningvisual odometry

《测试科学与仪器》 2026 (1)

36-48,13

This work was supported by the Science and Technology Program Project of Tianjin(No.24ZXZSSS00300).

10.62756/jmsi.1674-8042.2026003

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