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A Motion Correction Algorithm for Microendoscope Video Computing in Image-Guided Intervention

机译:一种运动校正算法在图像引导干预中的微安视频计算

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In multimodality image-guided intervention for cancer diagnosis, a needle with cannula is first punctured using CT or MRI -guided system to target the tumor, then microendoscopy can be performed using an optical fiber through the same cannula. With real-time optical imaging, the operator can directly determine the malignance of the tumor or perform fine needle aspiration biopsy for further diagnosis. During this operation, stable microendoscopy image series are needed to quantify the tissue properties, but they are often affected by respiratory and heart systole motion even when the interventional probe is held steadily. This paper proposes a microendoscopy motion correction (MMC) algorithm using normalized mutual information (NMI)-based registration and a nonlinear system to model the longitudinal global transformations. Cubature Kalman filter is thus used to solve the underlying longitudinal transformations, which yields more stable and robust motion estimation. After global motion correction, longitudinal deformations among the image sequences are calculated to further refine the local tissue motion. Experimental results showed that compared to global and deformable image registrations, MMC yields more accurate alignment results for both simulated and real data.
机译:在多层性的癌症诊断的介入中,使用CT或MRI -guid系统首先用CT或MRI -guid系统进行针对靶向肿瘤的针,然后可以使用相同的套管使用光纤进行微安检查。利用实时光学成像,操作员可以直接确定肿瘤的恶性或进行细针穿刺活检以进一步诊断。在该操作期间,需要稳定的微内窥镜图像序列来量化组织特性,但是即使持续介入探针持续的介入探针,它们通常也受到呼吸和心脏收缩运动的影响。本文提出了一种使用归一化互信息(NMI)的注册和非线性系统来建立纵向全局变换的微型仪检查运动校正(MMC)算法。因此,Cubature Kalman滤波器用于解决潜在的纵向变换,从而产生更稳定和稳健的运动估计。在全局运动校正之后,计算图像序列之间的纵向变形以进一步优化局部组织运动。实验结果表明,与全局和可变形的图像注册相比,MMC对模拟和实际数据产生更准确的对准结果。

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