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中华老年骨科与康复电子杂志 ›› 2020, Vol. 06 ›› Issue (01) : 31 -38. doi: 10.3877/cma.j.issn.2096-0263.2020.01.007

所属专题: 文献

脊柱疾患

基于视觉的智能脊柱畸形测量研究方法及临床初探
陈锴1, 张子凡2, 陈乾2, 谭梦婷3, 杨明园1, 李明1,()   
  1. 1. 200433 上海,海军军医大学附属长海医院脊柱外科
    2. 200433 上海,海军军医大学基础医学院
    3. 200433 上海大学精密机械工程系
  • 收稿日期:2019-10-02 出版日期:2020-02-05
  • 通信作者: 李明
  • 基金资助:
    上海市青年科技英才"扬帆计划"(19YF1447100)

A new vision-based intelligent method for spinal deformity measurement and its clinical verification

Kai Chen1, Zifan Zhang2, Qian Chen2, Mengting Tan3, Mingyuan Yang1, Ming Li1,()   

  1. 1. Department of Spine Surgery, Changhai Hospital of Navy Military Medical University, Shanghai 200433, China
    2. College of Basic Medicine of Navy Military Medical University, Shanghai 200433, China
    3. Department of precision mechanical engineering, Shanghai University, Shanghai 200433, China
  • Received:2019-10-02 Published:2020-02-05
  • Corresponding author: Ming Li
引用本文:

陈锴, 张子凡, 陈乾, 谭梦婷, 杨明园, 李明. 基于视觉的智能脊柱畸形测量研究方法及临床初探[J/OL]. 中华老年骨科与康复电子杂志, 2020, 06(01): 31-38.

Kai Chen, Zifan Zhang, Qian Chen, Mengting Tan, Mingyuan Yang, Ming Li. A new vision-based intelligent method for spinal deformity measurement and its clinical verification[J/OL]. Chinese Journal of Geriatric Orthopaedics and Rehabilitation(Electronic Edition), 2020, 06(01): 31-38.

目的

本研究旨在研制一款无需摄片即可了解脊柱形态的可视化智能方法。

方法

采用"单摄像机、多视角"的系统构建方案以便后期应用于便携式设备。在原理验证实验中,利用相机测量一系列画在纸上然后贴在板上的标记物的三维坐标,验证该方法的可行性与精度。真实试验纳入了自2018年6月至2018年12月长海医院骨科就诊的11例患者,分析其临床特点、脊柱全长正侧位片以及基于该方法与Surgimap软件测量的冠状面Cobb角度数,对该方法的有效性进行评估。

结果

原理验证实验中,认为利用五个图像计算Cobb角为最优策略,所得XOY和YOZ平面Cobb角的误差值基本控制在1°和2°之内,精度为1°。真实试验结果表明,本方法测量冠状面Cobb角具有可信度,但具体应用时仍需进一步优化。

结论

该方法成本较低,便于普及与使用,无放射性危害,为今后家庭或社区式小儿脊柱形态监测,以及动态信息反馈提供客观依据,有广阔的应用前景。

Objective

We aim to find a visual and intelligent approach to measure spine morphology.

Methods

This study first proposed an image-based method, and evaluated the feasibility through a proof-of-principle experiment and a real test. The method adopts a "single camera, multi-view" system scheme for later application to portable devices. In the proof-of-principle experiment, a camera was used to measure the three-dimensional coordinates of a series of markers drawn on paper which were attached to the board, so as to verify the feasibility and accuracy of the method. The real trial collected data from 11 patients of the department of Orthopaedics, Changhai Hospital from June 2018 to December 2018. Their clinical features and full-length positive lateral radiographs were analyzed and coronary Cobb angles were measured by the method and surgimap software. The effectiveness of the method was evaluated.

Results

In the proof-of-principle experiment, it was considered that use of five images was the optimal strategy for measuring Cobb angles, and the error values of the Cobb angles of the XOY and YOZ planes were controlled within 1° and 2° respectively, with an accuracy of 1°. The real test results showed that the method had a credibility to measure the Cobb angle of the coronal plane, but it needed further optimization for specific applications.

Conclusions

Compared with X-ray, the method had similar precision and lower cost, it was easy to popularize and use as well as harmless to the human body. It provided an objective basis for future household or community-based spine monitoring. It also had dynamic information feedback, showing good application prospects.

图3 标记物图像信息的获取
图4 原理验证实验模型
图5~6 不同数量的图像计算所得的Cobb角误差
表1 不同数量的相机的Cobb角误差
表2 脊柱畸形患者XOY平面Cobb角
图8 排除最值后三种测量方法的比较
表3 统计分析
1
Horne JP,Flannery R,Usman S. Adolescent idiopathic scoliosis: diagnosis and management [J]. Am Fam Physician, 2014, 89(3): 193-198.
2
Comité Nacional de Adolescencia SAP; Comité de Diagnóstico por Imágenes SAP; Sociedad Argentina de Ortopedia y Traumatología Infantil, et al. Adolescent idiopathic scoliosis [J]. Arch Argent Pediatr, 2016, 114(6): 585-594.
3
许阳阳,苏宝科,冯会梅,等. 青少年特发性脊柱侧凸的支具治疗相关研究进展 [J]. 中国临床解剖学杂志, 2018, 36(4): 470-473.
4
Kuroki H, Nagai T, Chosa E, et al. School scoliosis screening by Moiré topography - Overview for 33 years in Miyazaki Japan [J]. J Orthop Sci, 2018, 23(4): 609-613.
5
C C, Y R, X W, L Z, L Y, H R, Z X. A Practical Study of Diagnostic Accuracy: Scoliosis Screenings of Middle School Students by a Trained Nurse with a Smartphone Versus a Spine Surgeon with a Scoliometer, Spine undefined(undefined) (2019) undefined.
6
Penha PJ, Ramos NLJP, De Carvalho BKG, et al. Prevalence of adolescent idiopathic scoliosis in the state of São paulo, Brazil [J]. Spine (Phila Pa 1976), 2018, 43(24): 1710-1718.
7
Wong YS, Lai KK, Zheng YP, et al. Is Radiation-Free ultrasound accurate for quantitative assessment of spinal deformity in idiopathic scoliosis (IS): A detailed analysis with Eos radiography on 952 patients [J]. Ultrasound Med Biol, 2019, 45(11): 2866-2877.
8
H M E M, F D C P T L, G J, AA. Trinocular stereo system with object space oriented correlation for inner pipe inspection [J]. Measurement, 2015, 73:162-170.
9
张堃,朱璐. 脊柱侧凸的X线诊断与评估(一) [J]. 中国中西医结合影像学杂志, 2015, 13(5): 589-591, 507,574.
10
刘俸材,谢明红,王伟. 双目视觉的立体标定方法 [J]. 计算机工程与设计, 2011, 32(4): 1508-1512.
11
Lechner R, Putzer D, Dammerer D, et al. Comparison of two- and three-dimensional measurement of the Cobb angle in scoliosis [J]. Int Orthop, 2017, 41(5): 957-962.
12
Zhang J, Lou E, Shi X, et al. A computer-aided Cobb angle measurement method and its reliability [J]. J Spinal Disord Tech, 2010, 23(6): 383-387.
13
王春强,宋文慧. 脊柱侧凸影像学研究进展 [J]. 国际骨科学杂志, 2013, 34(2): 84-87.
14
Ng SY,Bettany-Saltikov J. Imaging in the Diagnosis and Monitoring of Children with Idiopathic Scoliosis [J]. Open orthop J, 2017, 11: 1500-1520.
15
Cornelis P, Moguilevsky N, Jacques JF, et al. Study of the siderophores and receptors in different clinical isolates of Pseudomonas aeruginosa [J]. Antibiot Chemother (1971), 1987, 39: 290-306.
16
Zhang W, Sha S, Xu L, et al. The prevalence of intraspinal anomalies in infantile and juvenile patients with "presumed idiopathic" scoliosis: a MRI-based analysis of 504 patients [J]. BMC Musculoskelet Disord, 2016, 17: 189.
17
邱晓文,贺西京,黄思华,等. 人体脊柱三维运动测量分析方法新进展 [J]. 中国骨伤, 2015, 28(5): 476-481.
18
Knott P, Sturm P, Lonner B, et al. Multicenter comparison of 3D spinal measurements using surface topography with those from conventional radiography [J]. Spine Deform, 2016, 4(2): 98-103.
19
Gelalis ID, Defrate LE, Stafilas KS, et al. Three-dimensional analysis of cervical spine motion: reliability of a computer assisted magnetic tracking device compared to inclinometer [J]. Eur Spine J, 2009, 18(2): 276-281.
20
Livanelioglu A, Kaya F, Nabiyev V, et al. The validity and reliability of "Spinal Mouse" assessment of spinal curvatures in the frontal plane in pediatric adolescent idiopathic thoraco-lumbar curves [J]. Eur Spine J, 2016, 25(2): 476-482.
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