可变形图像配准系统 - SmartAdapt® 和 Velocity™ 的性能评估。

IF 0.7 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Journal of Medical Physics Pub Date : 2024-04-01 Epub Date: 2024-06-25 DOI:10.4103/jmp.jmp_167_23
M Anil Kumar, Raghavendra Hajare, Bhakti Dev Nath, K K Sree Lakshmi, Umesh M Mahantshetty
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引用次数: 0

摘要

目的:使用第 132 任务组 (TG-132) 数字模型数据集调试和验证商用可变形图像配准 (DIR) 系统(SmartAdapt® 和 Velocity™)。此外,该研究还比较并验证了两种系统的 DIR 算法:从美国医学物理学家协会网站获取 TG-132 数字模型,并导入 SmartAdapt® 和 Velocity™ 系统进行调试和验证。使用刚性注册和可变形注册将注册结果与已知移位进行比较。在线获得的虚拟头颈部模型(DIR 评估项目)和一些选定的科室临床数据集被导入到两个 DIR 系统中。对于这两个数据集,在源图像和目标图像之间进行 DIR,然后将轮廓从源图像传播到目标图像数据集。利用骰子相似系数(DSC)、平均一致距离(MDA)和雅各布行列式测量来评估配准结果:TG-132 推荐的 DIR 系统调试和验证标准为误差 ® 范围为 0.6*vd [CT-CBCT] 至 3.6*vd [CT-CT])。在比较 SmartAdapt® 和 Velocity™ 的 DIR 结果时,使用了 DSC、MDA 和 Jacobian 指标的平均值 ± 标准偏差:对 SmartAdapt® 和 Velocity™ 的 DIR 算法进行了调试,并比较了它们的变形结果。两种系统均可用于临床。虽然两个系统之间的差异很小,但与 SmartAdapt 相比,Velocity™ 在腮腺、膀胱、直肠和前列腺(软组织)方面提供的数值较低。但是,对于下颌骨、脊髓和股骨头(刚性结构),两种系统显示的结果几乎相同。
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Performance Evaluation of Deformable Image Registration Systems - SmartAdapt® and Velocity™.

Aim: To commission and validate commercial deformable image registration (DIR) systems (SmartAdapt® and Velocity™) using task group 132 (TG-132) digital phantom datasets. Additionally, the study compares and verifies the DIR algorithms of the two systems.

Materials and methods: TG-132 digital phantoms were obtained from the American Association of Physicists in Medicine website and imported into SmartAdapt® and Velocity™ systems for commissioning and validation. The registration results were compared with known shifts using rigid registrations and deformable registrations. Virtual head and neck phantoms obtained online (DIR Evaluation Project) and some selected clinical data sets from the department were imported into the two DIR systems. For both of these datasets, DIR was carried out between the source and target images, and the contours were then propagated from the source to the target image data set. The dice similarity coefficient (DSC), mean distance to agreement (MDA), and Jacobian determinant measures were utilised to evaluate the registration results.

Results: The recommended criteria for commissioning and validation of DIR system from TG-132 was error <0.5*voxel dimension (vd). Translation only registration: Both systems met TG-132 recommendations except computed tomography (CT)-positron emission tomography registration in both systems (Velocity ~1.1*vd, SmartAdapt ~1.6*vd). Translational and rotational registration: Both systems failed the criteria for all modalities (For velocity, error ranged from 0.6*vd [CT-CT registration] to 3.4*vd [CT-cone-beam CT (CBCT) registration]. For SmartAdapt® the range was 0.6*vd [CT-CBCT] to 3.6*vd [CT-CT]). Mean ± standard deviation for DSC, MDA and Jacobian metrics were used to compare the DIR results between SmartAdapt® and Velocity™.

Conclusion: The DIR algorithms of SmartAdapt® and Velocity™ were commissioned and their deformation results were compared. Both systems can be used for clinical purpose. While there were only minimal differences between the two systems, Velocity™ provided lower values for parotids, bladder, rectum, and prostate (soft tissue) compared to SmartAdapt. However, for mandible, spinal cord, and femoral heads (rigid structures), both systems showed nearly identical results.

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来源期刊
Journal of Medical Physics
Journal of Medical Physics RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING-
CiteScore
1.10
自引率
11.10%
发文量
55
审稿时长
30 weeks
期刊介绍: JOURNAL OF MEDICAL PHYSICS is the official journal of Association of Medical Physicists of India (AMPI). The association has been bringing out a quarterly publication since 1976. Till the end of 1993, it was known as Medical Physics Bulletin, which then became Journal of Medical Physics. The main objective of the Journal is to serve as a vehicle of communication to highlight all aspects of the practice of medical radiation physics. The areas covered include all aspects of the application of radiation physics to biological sciences, radiotherapy, radiodiagnosis, nuclear medicine, dosimetry and radiation protection. Papers / manuscripts dealing with the aspects of physics related to cancer therapy / radiobiology also fall within the scope of the journal.
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