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实时心脏直视手术中基于视觉的手术动作跟踪

Vision-Based Tracking of Surgical Motion During Live Open-Heart Surgery.

作者信息

Stenmark Maj, Omerbašić Edin, Magnusson Måns, Andersson Viktor, Abrahamsson Martin, Tran Phan-Kiet

机构信息

Pediatric Cardiac Surgery, Children's Heart Center, Skåne University Hospital, Lund, Sweden.

Pediatric Cardiac Surgery, Children's Heart Center, Skåne University Hospital, Lund, Sweden.

出版信息

J Surg Res. 2022 Mar;271:106-116. doi: 10.1016/j.jss.2021.10.025. Epub 2021 Dec 5.

Abstract

BACKGROUND

Motion tracking during live surgeries may be used to assess surgeons' intra-operative performance, provide feedback, and predict outcome. Current assessment protocols rely on human observations, controlled laboratory settings, or tracking technologies not suitable for live operating theatres. In this study, a novel method for motion tracking of live open-heart surgery was developed, and evaluated.

MATERIALS AND METHODS

Three-D-printed 'tracking die' with miniature markers were fitted to DeBakey forceps. The surgical field was recorded with a video camera mounted above the operating table. Software was developed for tracking the die from the recordings. The system was tested on five open-heart procedures. Surgeons were asked to report subjective system related concerns during live surgery and assess the weight of the die on blind test. The accuracy of the system was evaluated against ground truth generated by a robot.

RESULTS

The 3D-printed die weighed 6 g and tolerated sterilization with hydrogen peroxide, which added approximately 13% to the mass of the forceps. Surgeons sensed a shift in the balance of the instrument but could on blind test not correctly verify changes in weight. When two or more markers were detected, the 3D position estimate was on average within 2-3 mm, and 1.1-2.6 degrees from ground truth. Computational time was 30-50 ms per frame on a standard laptop.

CONCLUSIONS

The vision-based motion tracking system was applicable for live surgeries with negligible inconvenience to the surgeons. Motion data was extracted with acceptable accuracy and speed at low computational cost.

摘要

背景

实时手术过程中的运动跟踪可用于评估外科医生的术中表现、提供反馈并预测手术结果。当前的评估方案依赖于人工观察、受控的实验室环境或不适用于实际手术室的跟踪技术。在本研究中,开发并评估了一种用于实时心脏直视手术运动跟踪的新方法。

材料与方法

将带有微型标记的三维打印“跟踪模具”安装到德巴基镊子上。手术区域由安装在手术台上方的摄像机记录。开发了用于从记录中跟踪模具的软件。该系统在五台心脏直视手术中进行了测试。要求外科医生在实时手术过程中报告与系统相关的主观问题,并在盲测中评估模具的重量。该系统的准确性与由机器人生成的地面真值进行对比评估。

结果

三维打印的模具重6克,耐受过氧化氢消毒,这使镊子的质量增加了约13%。外科医生感觉到器械平衡发生了变化,但在盲测中无法正确验证重量的变化。当检测到两个或更多标记时,三维位置估计平均在距地面真值2 - 3毫米范围内,角度偏差为1.1 - 2.6度。在标准笔记本电脑上,每帧的计算时间为30 - 50毫秒。

结论

基于视觉的运动跟踪系统适用于实时手术,对外科医生造成的不便可忽略不计。以较低的计算成本,能够以可接受的精度和速度提取运动数据。

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