用于口腔颌面外科手术的基于咬合感知区域姿势跟踪的轻型综合定位系统

IF 7.9 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Automation Science and Engineering Pub Date : 2024-09-17 DOI:10.1109/TASE.2024.3455435
Dongyue Li;Yaoqing Hu;Shaoan Wang;Mingzhu Zhu;Fusong Yuan;Junzhi Yu
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引用次数: 0

摘要

口腔颌面外科(OMS)的定位系统是一项具有挑战性的任务,主要是由于口腔空间的限制和视线遮挡。本文提出了一种新型的轻型OMS集成定位系统,该系统仅利用安装在手术器械末端的微型摄像机就能提供实用的指导。提出了一种有效的基于区域的无纹理牙齿姿态跟踪方法,该方法利用目标轮廓周围的搜索线和简单的局部区域划分策略来提高姿态精度。此外,为了处理手术过程中可能出现的目标部分遮挡,提出了一种遮挡感知权函数,并将其无缝地应用于位姿优化管道中。该函数利用目标轮廓和距离约束计算逐像素的遮挡概率,有助于提高跟踪的鲁棒性。枢轴校准评估表明,所提出的基于相机的手机的跟踪精度高于基于标记的手机。对比实验表明,所提出的姿态跟踪方法比现有的先进方法具有更高的精度,消融研究证实了遮挡处理策略的有效性。总体定位实验表明,该系统具有良好的静态位姿稳定性和定位精度。此外,我们的系统的主要优点是比其他系统更轻,集成度更高,这可以降低系统的复杂性,减少视线遮挡的风险,降低手术成本。从业人员注意:本文的动机是在OMS定位时口腔空间受限和部分闭塞的问题。与传统的OMS导航系统相比,设计的系统更轻量化,集成度更高,不需要其他外部摄像头和额外的基准标记。我们的系统仅利用安装在手术器械末端的微型摄像机就能提供实用的指导。此外,提出了一种有效的基于区域的无纹理牙齿姿态跟踪方法,以提高姿态精度。由于目标在跟踪过程中可能被部分遮挡,我们提出了一种新的遮挡感知策略来提高部分遮挡的跟踪性能。本系统在定位精度和硬件成本之间取得了很好的平衡,并且可以很容易地集成到各种牙科手术工具中,因此具有巨大的商业化潜力。
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A Lightweight Integrated Positioning System With Occlusion-Aware Region-Based Pose Tracking for Oral and Maxillofacial Surgery
The development of an accurate and robust positioning system for oral and maxillofacial surgery (OMS) is a challenging task, primarily due to the oral space limitations and line-of-sight occlusions. This paper presents a novel lightweight integrated positioning system for OMS, which can provide practical guidance utilizing only a micro camera installed on the end of the surgical instrument. An efficient region-based pose tracking method for texture-less teeth is proposed, which can use search lines around the object contour and simple local region partitioning strategy to improve pose accuracy. Besides, to deal with the possible partial occlusions of target during surgery, an occlusion-aware weight function is presented and utilized seamlessly in the pose optimization pipeline. This function calculates the pixel-wise occlusion probability using object contour and distance constraint, helping to improve the tracking robustness. Pivot calibration evaluation reveals that the tracking accuracy of the proposed camera-based handpiece is higher than the marker-based handpieces. Comparative experiments demonstrate that proposed pose tracking method has higher accuracy than existing state-of-the-art methods and ablation study confirms the effectiveness of the occlusion handling strategy. The overall positioning experiment indicates that the proposed system has satisfactory static poses stability and positioning accuracy. Furthermore, the main advantage of our system is that it is lighter and more integrated than other systems, which can reduce the system complexity, decrease the risk of line-of-sight occlusion, and lower the surgery cost.Note to Practitioners—This paper is motivated by the problem of restricted oral space constraints and partial occlusions during positioning for OMS. Compared with traditional OMS navigation systems, the designed system is more lightweight and more integrated without other external cameras and additional fiducial markers. Our system can provide practical guidance utilizing only a micro camera installed on the end of the surgical instrument. In addition, an efficient region-based pose tracking method for texture-less teeth is proposed to increase pose accuracy. Since the target can partially be occluded during the procedure, we present a novel occlusion-aware strategy to improve the tracking performance of partial occlusions. Our proposed system achieves a decent balance between positioning accuracy and hardware cost, and can easily be integrated into various dental surgical tools, thus it has tremendous potential for commercialization.
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来源期刊
IEEE Transactions on Automation Science and Engineering
IEEE Transactions on Automation Science and Engineering 工程技术-自动化与控制系统
CiteScore
12.50
自引率
14.30%
发文量
404
审稿时长
3.0 months
期刊介绍: The IEEE Transactions on Automation Science and Engineering (T-ASE) publishes fundamental papers on Automation, emphasizing scientific results that advance efficiency, quality, productivity, and reliability. T-ASE encourages interdisciplinary approaches from computer science, control systems, electrical engineering, mathematics, mechanical engineering, operations research, and other fields. T-ASE welcomes results relevant to industries such as agriculture, biotechnology, healthcare, home automation, maintenance, manufacturing, pharmaceuticals, retail, security, service, supply chains, and transportation. T-ASE addresses a research community willing to integrate knowledge across disciplines and industries. For this purpose, each paper includes a Note to Practitioners that summarizes how its results can be applied or how they might be extended to apply in practice.
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