Abstract. Purpose: This paper presents a scheme for generating virtual intraoperative CT scans in order to improve surgical completeness in Endoscopic Sinus Surgeries (ESS). Approach: The work presents three methods, the tip motion-based, the tip trajectory-based, and the instrument based, along with non-parametric smoothing and Gaussian Process Regression, for virtual intraoperative CT generation. Results: The proposed methods studied and compared on ESS performed on cadavers. Surgical results show all three methods improve the Dice Similarity Coefficients > 86%, with F-score > 92% and precision > 89.91%. The tip trajectory-based method was found to have best performance and reached 96.87% precision in surgical completeness evaluation. Conclusions: This work demonstrated that virtual intraoperative CT scans improves the consistency between the actual surgical scene and the reference model, and improves surgical completeness in ESS. Comparing with actual intraoperative CT scans, the proposed scheme has no impact on existing surgical protocols, does not require extra hardware other than the one is already available in most ESS overcome the high costs, the repeated radiation, and the elongated anesthesia caused by actual intraoperative CTs, and is practical in ESS.
翻译:目的:本文件介绍了制作虚拟手术内CT扫描的计划,目的是提高Endoscopic Sinus外科手术(ESS)的外科完整性。 方法: 工作介绍了三种方法,即: 以小动作为基础的小动作、以小曲轨迹为基础的小曲和以工具为基础的工具,以及非对称平滑和高斯进程倒退,以用于虚拟手术内CT的产生。结果: 所研究和比较的ESS在地籍上进行的拟议方法。 外科结果显示,所有三种方法都改善了Dice相似系数 > 86%, F点 > 92% 和精度 > 89.91%。 基于小曲轨迹的方法被认为表现最佳,在手术完整性评价方面达到96.87%的精确度。结论: 这项工作表明,虚拟的内科CT扫描提高了实际外科手术场与参考模型的一致性,提高了ESSES的外科完整性。 与实际的内科CT扫描相符,拟议方案对现有的外科手术方案没有影响,不需要超过F点92%和精确 > 89.91%的外科手术规程外科手术外科手术外科手术外科手术外科手术外科手术。 在多数的内,实际和实际导致的高核辐射中,重复辐射中可以克服了高额辐射。