全局约束下超声图像微器械轮廓提取方法
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作者单位:

(机器人技术与系统国家重点实验室(哈尔滨工业大学), 哈尔滨 150001)

作者简介:

潘博(1981—),男,讲师,硕士生导师; 付宜利(1966—),男,教授,博士生导师

通讯作者:

付宜利,biorobfu@126.com

中图分类号:

TP249

基金项目:

国家高技术研究发展计划重点(2012AA041601);机器人技术与系统国家重点实验室资助项目(SKLRS201601C)


Method to extract micro device profile in ultrasound image under global constraints
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(State Key Laboratory of Robotics and System (Harbin Institute of Technology), Harbin 150001, China)

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    摘要:

    为实现超声设备与手术机器人系统的配准,提出一种全局约束下的参数活动轮廓(Snake)分割算法,该算法能以高精度分割超声图像中的手术器械轮廓.将已知的手术器械轮廓信息作为先验知识,以归一化傅里叶描述子的形式表述,并利用该描述子定义泛能量,用来约束分割过程,达到最优解.求解过程中,通过计算泛能量相对于各变量的雅可比矩阵,可以获得能量最小化时的偏微分方程,差分离散化后可以获得其欧拉形式的迭代方程,通过数值方法获得分割轮廓.实验结果表明,使用基于已知轮廓的先验Snake方法对超声图像中的手术器械进行分割,能以较高精度提取超声图像中的微器械轮廓,轮廓形状与实际器械形状更加相似.先验Snake法能对曲线进行全局约束,避免了传统Snake分割方法中容易陷入局部极值的缺陷,具有较大的应用前景.

    Abstract:

    To realize the assistance of transrectal ultrasound imaging in robotic prostatectomy, registration between ultrasound equipment and surgical robotic system needs to be established. The recognition and segmentation of minimally invasive surgery (MIS) instrument contour in ultrasound image is an important part of registration process, and its accuracy will directly influence the registration results. An improved parametric active contour algorithm (Snake) under global constraints is proposed, which can accurately segment surgical instrument contour in ultrasound images. The improved Snake method uses known instrument profile as prior knowledge, describes the information in normalized Fourier descriptors, and applies it in Snake external energy to constrain the segmentation result gradually near the desired contour. During the solving process, the Jacobian matrix of energy function relative to parameters is calculated to acquire the partial differential equation with minimum energy. Then the partial differential equation is discretized, deduced with Euler method to obtain segmentation result. The experiment shows that when using Snake method with prior knowledge, the segmentation result of surgical instrument contour in ultrasound image can be realized with high accuracy, and the contour result is similar with real instrument profile. Compared with traditional Snake method, the improved method constrains curves globally, and can avoid contour curve falling into local minimum, having a great application prospect.

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潘博,贲进,闫佳雯,付宜利.全局约束下超声图像微器械轮廓提取方法[J].哈尔滨工业大学学报,2018,50(1):24. DOI:10.11918/j. issn.0367-6234.201707092

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  • 收稿日期:2017-07-13
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  • 在线发布日期: 2018-01-11
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