融合五自由度位姿信息的单目内窥镜目标尺寸测量
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TH394. 1 TH691. 9

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国家自然科学基金(51875394)项目资助


Object dimension measurement using the 5-dof electromagnetic tracked endoscope
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    摘要:

    针对低分辨率、弱纹理、缺少参照物的小场景下内窥镜图像目标测量困难问题,提出了融合 5 自由度电磁传感器的单目 内窥镜下目标尺寸测量方法。 首先,分析了基于 5 自由度传感器的内窥镜定位原理,得到内窥镜沿主光轴方向的位移。 接着, 以结石目标为例分析了图像目标关键信息的导航采集方法,即通过语义分割网络获得图像目标的轮廓信息,进而与内窥镜主光 轴进行重合度判定,记录符合重合条件关键帧的图像目标长度信息与对应的位姿信息。 最后,基于针孔相机成像模型,将目标 成像比例关系与内窥镜沿主光轴的位移结合,建立了目标尺寸测量方法。 实验结果表明:所提方法的测量误差控制在 10% 以 内;对长度 1~ 9 mm 目标的平均测量误差为 0. 33 mm。 能够满足单目内窥镜检查中对目标尺寸测量的稳定可靠、精度高、省时 省力等需求。

    Abstract:

    The object dimension measurement in small scenes has problems of low resolution, weak texture and lack of reference objects. To address these issues, a method using the 5-dof electromagnetic tracked endoscope is proposed. Firstly, the positioning principle of the endoscope based on the 5-dof sensor is analyzed. The displacement of endoscope along the main optical axis can be obtained. Then, the navigation acquisition method of the key information of the image target is analyzed. The contour information of the image target is obtained through the semantic segmentation network. Then, the coincidence degree with the main optical axis of the endoscope is determined, and the image target length information and the corresponding pose information of the key frame meeting the coincidence conditions are recorded. Finally, based on the pinhole camera imaging model, the target size measurement method is established by combining the target imaging scale relationship with the displacement of the endoscope along the main optical axis. Experimental results show that the measurement error of the method is controlled within 10% . The average measurement error for targets with a length of 1~ 9 mm is 0. 33 mm. It can meet the requirements of stable and reliable target size measurement, high precision, time-saving and laborsaving in the monocular endoscopy. Keywords:computer vision; object d

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李 睿,代 煜,张建勋,夏光明.融合五自由度位姿信息的单目内窥镜目标尺寸测量[J].仪器仪表学报,2022,43(6):230-238

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  • 在线发布日期: 2023-02-06
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