Monocular Vision-and IMU-Based System for Prosthesis Pose Estimation During Total Hip Replacement Surgery

被引:20
作者
Su, Shaojie [1 ,2 ]
Zhou, Yixin [3 ]
Wang, Zhihua [1 ,2 ]
Chen, Hong [1 ,2 ]
机构
[1] Tsinghua Univ, Inst Microelect, Tsinghua Natl Lab Informat Sci & Technol, Beijing 10084, Peoples R China
[2] Beijing Engn Ctr Technol & Res Wireless Med & Hlt, Beijing 10084, Peoples R China
[3] Beijing Jishuitan Hosp, Beijing 10084, Peoples R China
基金
国家高技术研究发展计划(863计划); 中国国家自然科学基金;
关键词
Ego-motion; inertial measurement unit (IMU); monocular vision; pose estimation; total hip replacement (THR); MOTION; ARTHROPLASTY; VALIDATION; DESIGN; RANGE;
D O I
10.1109/TBCAS.2016.2643626
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The average age of population increases worldwide, so does the number of total hip replacement surgeries. Total hip replacement, however, often involves a risk of dislocation and prosthetic impingement. To minimize the risk after surgery, we propose an instrumented hip prosthesis that estimates the relative pose between prostheses intraoperatively and ensures the placement of prostheses within a safe zone. We create a model of the hip prosthesis as a ball and socket joint, which has four degrees of freedom (DOFs), including 3-DOF rotation and 1-DOF translation. We mount a camera and an inertial measurement unit (IMU) inside the hollow ball, or "femoral head prosthesis," while printing customized patterns on the internal surface of the socket, or " acetabular cup." Since the sensors were rigidly fixed to the femoral head prosthesis, measuring its motions poses a sensor ego-motion estimation problem. By matching feature points in images of the reference patterns, we propose a monocular vision based method with a relative error of less than 7% in the 3-DOF rotation and 8% in the 1-DOF translation. Further, to reduce system power consumption, we apply the IMU with its data fused by an extended Kalman filter to replace the camera in the 3-DOF rotation estimation, which yields a less than 4.8% relative error and a 21.6% decrease in power consumption. Experimental results show that the best approach to prosthesis pose estimation is a combination of monocular vision-based translation estimation and IMU-based rotation estimation, and we have verified the feasibility and validity of this system in prosthesis pose estimation.
引用
收藏
页码:661 / 670
页数:10
相关论文
共 40 条
  • [1] [Anonymous], 2020, Digital Image Processing using Matlab
  • [2] [Anonymous], 2013, ORTHOPAEDICS TRAUMA
  • [3] High-Tech Hip Implant for Wireless Temperature Measurements In Vivo
    Bergmann, Georg
    Graichen, Friedmar
    Dymke, Joern
    Rohlmann, Antonius
    Duda, Georg N.
    Damm, Philipp
    [J]. PLOS ONE, 2012, 7 (08):
  • [4] Dislocation following total hip replacement: the Avon Orthopaedic Centre experience
    Blom, Ashley W.
    Rogers, Mark
    Taylor, Adrian H.
    Pattison, Giles
    Whitehouse, Sarah
    Bannister, Gordon C.
    [J]. ANNALS OF THE ROYAL COLLEGE OF SURGEONS OF ENGLAND, 2008, 90 (08) : 658 - 662
  • [5] Bunn A., 2011, CLIN ORTHOP RELAT R, V470, P418
  • [6] A Visual-Aided Wireless Monitoring System Design for Total Hip Replacement Surgery
    Chen, Hong
    Gao, Jiyang
    Su, Shaojie
    Zhang, Xu
    Wang, Zhihua
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS, 2015, 9 (02) : 227 - 236
  • [7] Total hip joint prosthesis for in vivo measurement of forces and moments
    Damm, Philipp
    Graichen, Friedmar
    Rohlmann, Antonius
    Bender, Alwina
    Bergmann, Georg
    [J]. MEDICAL ENGINEERING & PHYSICS, 2010, 32 (01) : 95 - 100
  • [8] Nutation and Precession Stability Criterion of Magnetically Suspended Rigid Rotors With Gyroscopic Effects Based on Positive and Negative Frequency Characteristics
    Fang, Jiancheng
    Ren, Yuan
    Fan, Yahong
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2014, 61 (04) : 2003 - 2014
  • [9] Functional calibration procedure for 3D knee joint angle description using inertial sensors
    Favre, J.
    Aissaoui, R.
    Jolles, B. M.
    de Guise, J. A.
    Aminian, K.
    [J]. JOURNAL OF BIOMECHANICS, 2009, 42 (14) : 2330 - 2335
  • [10] Gao JY, 2014, IEEE INT NEW CIRC, P81, DOI 10.1109/NEWCAS.2014.6933990