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  • [J Appl Clin Med Phys.] Accuracy evaluation of surface registration algorithm using normal distribution transform in stereotactic body radiotherapy/radiosurgery: A phantom study

    인제대일산백병원 / 이행화, 손문준*

  • 출처
    J Appl Clin Med Phys.
  • 등재일
    2022 Mar
  • 저널이슈번호
    23(3):e13521. doi: 10.1002/acm2.13521. Epub 2022 Jan 5.
  • 내용

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    Abstract
    Purpose: To evaluate a feasibility of normal distribution transform (NDT) algorithm compared with the iterative closest point (ICP) method as a useful surface registration in stereotactic body radiotherapy (SBRT)/stereotactic radiosurgery (SRS).

    Methods: Point cloud images using the 3D triangulation technology were obtained from a depth camera-based optical imaging (OSI) system equipped in a radiosurgery room. Two surface registration algorithms, NDT and ICP, were used to measure and compare the discrepancy values between the reference and the current surfaces during the positioning of the patient. The performance evaluation was investigated by calculating the registration error and root-mean-square (RMS) values for the surface model, reposition, and target accuracy, which were analyzed statistically using a paired t-test.

    Results: For surface model accuracy, the average of the registration error and RMS values were measured as 3.56 ± 2.20 mm and 6.98 ± 1.89 mm for ICP method, and 1.76 ± 1.32 mm and 3.58 ± 1.30 mm for NDT method (p < 0.05). For reposition accuracy, the average registration error and RMS values were calculated as 1.41 ± 0.98 mm and 2.53 ± 1.64 mm using ICP method, and 0.92 ± 0.61 mm and 1.75 ± 0.80 mm using NDT method (p = 0.005). The overall target accuracy using the NDT method reduced the average of the reposition error and overall RMS value by 0.71 and 1.32 mm, respectively, compared to the ICP method (p = 0.03).

    Conclusions: We found that the surface registration algorithm based on NDT method provides more reliable accuracy in the values of surface model, reposition, and target accuracies than the classic ICP method. The NDT method in OSI systems offers reasonable accuracy in SBRT/SRS.

     

     

    Affiliations

    Haenghwa Lee  1 , Jeong-Mee Park  1 , Kwang Hyeon Kim  1 , Dong-Hoon Lee  2 , Moon-Jun Sohn  1
    1 Department of Neurosurgery, Neuroscience, & Radiosurgery Hybrid Research Center, Inje University Ilsan Paik Hospital, College of Medicine, Goyang, Republic of Korea.
    2 Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, New York, USA.

  • 키워드
    Normal distribution transform algorithm; optical surface imaging; surface registration algorithm.
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