增强现实的配准误差分析

IF 0.7 4区 计算机科学 Q4 COMPUTER SCIENCE, CYBERNETICS
R. Holloway
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引用次数: 169

摘要

增强现实(AR)系统通常使用透明的头戴式显示器(sthmd)将计算机生成的物体图像叠加到用户对真实环境的看法上,以便用额外的信息来增强它。当前AR系统的主要缺点是,在STHMD中显示的虚拟物体相对于真实环境出现在错误的位置。这种配准错误有许多原因:系统延迟、跟踪器错误、校准错误、光学畸变和模型不对准,仅举几例。虽然在系统校准和误差校正方面已经做了一些工作,但在描述导致AR系统误配的误差的性质和敏感性方面所做的工作很少。本文介绍了基于光学sthmd的手术计划工具的端到端误差分析的主要结果。利用系统的数学模型进行分析,并通过在受控环境下对实际系统进行测量来验证主要结果。该模型使分析系统配准误差对系统各部分误差的敏感性成为可能。分析的主要结果是:(1)即使在中等头部速度下,系统延迟导致的配准误差比所有其他来源的总和还要大;(2)眼动追踪可能没有必要;(3)跟踪器误差是头部跟踪和系统标定的重要问题;(4)世界(或参考)坐标系增加误差,应尽量省略;(5)光学畸变的计算校正可能会引入比其校正的畸变误差更多的延迟引起的配准误差;(6)在没有反馈的光学STHMD系统中,有许多小误差源将使亚毫米配准几乎不可能实现。虽然该模型是为光学sthmd的手术计划而开发的,但许多结果也适用于其他hmd。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Registration Error Analysis for Augmented Reality
Augmented reality (AR) systems typically use see-through head-mounted displays (STHMDs) to superimpose images of computer-generated objects onto the user's view of the real environment in order to augment it with additional information. The main failing of current AR systems is that the virtual objects displayed in the STHMD appear in the wrong position relative to the real environment. This registration error has many causes: system delay, tracker error, calibration error, optical distortion, and misalignment of the model, to name only a few. Although some work has been done in the area of system calibration and error correction, very little work has been done on characterizing the nature and sensitivity of the errors that cause misregistration in AR systems. This paper presents the main results of an end-to-end error analysis of an optical STHMD-based tool for surgery planning. The analysis was done with a mathematical model of the system and the main results were checked by taking measurements on a real system under controlled circumstances. The model makes it possible to analyze the sensitivity of the system-registration error to errors in each part of the system. The major results of the analysis are: (1) Even for moderate head velocities, system delay causes more registration error than all other sources combined; (2) eye tracking is probably not necessary; (3) tracker error is a significant problem both in head tracking and in system calibration; (4) the World (or reference) coordinate system adds error and should be omitted when possible; (5) computational correction of optical distortion may introduce more delay-induced registration error than the distortion error it corrects, and (6) there are many small error sources that will make submillimeter registration almost impossible in an optical STHMD system without feedback. Although this model was developed for optical STHMDs for surgical planning, many of the results apply to other HMDs as well.
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来源期刊
CiteScore
2.20
自引率
0.00%
发文量
8
审稿时长
>12 weeks
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