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用于跟踪手术X射线C形臂基座的单相机视觉里程计

Single-camera visual odometry to track a surgical X-ray C-arm base.

作者信息

Esfandiari Hooman, Lichti Derek, Anglin Carolyn

机构信息

1 Department of Geomatics Engineering, University of Calgary, Calgary, AB, Canada.

2 University of British Columbia, Surgical Technologies Lab, Vancouver, BC, Canada.

出版信息

Proc Inst Mech Eng H. 2017 Dec;231(12):1140-1151. doi: 10.1177/0954411917735556. Epub 2017 Oct 17.

DOI:10.1177/0954411917735556
PMID:29039259
Abstract

This study provides a framework for a single-camera odometry system for localizing a surgical C-arm base. An application-specific monocular visual odometry system (a downward-looking consumer-grade camera rigidly attached to the C-arm base) is proposed in this research. The cumulative dead-reckoning estimation of the base is extracted based on frame-to-frame homography estimation. Optical-flow results are utilized to feed the odometry. Online positional and orientation parameters are then reported. Positional accuracy of better than 2% (of the total traveled distance) for most of the cases and 4% for all the cases studied and angular accuracy of better than 2% (of absolute cumulative changes in orientation) were achieved with this method. This study provides a robust and accurate tracking framework that not only can be integrated with the current C-arm joint-tracking system (i.e. TC-arm) but also is capable of being employed for similar applications in other fields (e.g. robotics).

摘要

本研究为用于定位手术C形臂基座的单相机里程计系统提供了一个框架。本研究提出了一种特定应用的单目视觉里程计系统(一个向下看的消费级相机,刚性连接到C形臂基座上)。基于帧间单应性估计提取基座的累积航位推算估计值。利用光流结果为里程计提供数据。然后报告在线位置和方向参数。使用该方法,在大多数情况下位置精度优于总行驶距离的2%,在所研究的所有情况下为4%,角度精度优于方向绝对累积变化的2%。本研究提供了一个强大且准确的跟踪框架,该框架不仅可以与当前的C形臂关节跟踪系统(即TC形臂)集成,还能够用于其他领域的类似应用(如机器人技术)。

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