A Robust Method for Registration of Three-Dimensional Knee Implant Models to Two-Dimensional Fluoroscopy Images

IEEE Transactions on Medical Imaging

Volumn 22, Issue 12, 2003, Pages 1561-1574

  Mahfouz, Mohamed R ^a,c   Hoff, William A ^b   Komistek, Richard D ^a   Dennis, Douglas A ^a  

^a The Center for Musculoskeletal Research   (United States)

^b Department of Geology and Geological Engineering   (United States)

^c OAK RIDGE NATIONAL LABORATORY   (United States)

Author keywords

3 D to 2 D registration; Simulated annealing; TKA knee implants; X ray fluoroscopy

Indexed keywords

ERROR ANALYSIS; FLUORESCENCE; IMPLANTS (SURGICAL); JOINTS (ANATOMY); MATHEMATICAL MODELS; OPTIMIZATION; SPURIOUS SIGNAL NOISE; X RAY ANALYSIS;

X RAY FLUOROSCOPY;

MEDICAL IMAGING;

ALGORITHM; ARTICLE; BIOLOGICAL MODEL; CADAVER; COMPARATIVE STUDY; COMPUTER ASSISTED DIAGNOSIS; COMPUTER SIMULATION; EQUIPMENT; EVALUATION; FLUOROSCOPY; HUMAN; IMAGE QUALITY; IMAGE SUBTRACTION; IN VITRO STUDY; KNEE; KNEE ARTHROPLASTY; METHODOLOGY; PATHOPHYSIOLOGY; PROSTHESIS; RADIOGRAPHY; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; THREE DIMENSIONAL IMAGING; VALIDATION STUDY;

ALGORITHMS; ARTHROPLASTY, REPLACEMENT, KNEE; CADAVER; COMPUTER SIMULATION; EQUIPMENT FAILURE ANALYSIS; FLUOROSCOPY; HUMANS; IMAGING, THREE-DIMENSIONAL; KNEE JOINT; MODELS, BIOLOGICAL; PROSTHESIS DESIGN; RADIOGRAPHIC IMAGE ENHANCEMENT; RADIOGRAPHIC IMAGE INTERPRETATION, COMPUTER-ASSISTED; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; SUBTRACTION TECHNIQUE;

EID: 0344012667     PISSN: 02780062     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMI.2003.820027     Document Type: Article

References (49)

1. M. M. Landy and P. S. Walker, "Wear of ultra-high molecular weight polyethylene components of 90 retrieved knee prostheses," J. Arthoplasty, vol. 3, pp. s73-s85, 1988.
2. D. A. Dennis, "Patellofemoral complications in total knee arthroplasty: A literature review," Amer. J. Knee Surg., vol. 5, pp. 156-166, 1992.
3. T. M. Wright, C. M. Rimnac, and S. D. Stulberg, "Wear of polyethylene in total joint replacement. Observations from retrieved PCA knee implants," Clin. Orthop., vol. 276, pp. 126-134, 1992.
4. J. B. Stiehl et al., "Fluoroscopic analysis of kinematics after posterior-cruciate retaining knee arthroplasty," Br. J. Bone Joint Surg., vol. 77, no. 6, pp. 884-889, 1995.
5. S. A. Banks and W. A. Hodge, "Accurate measurement of three-dimensional knee replacement kinematics using single-plane fluoroscopy," IEEE Trans. Biomed. Eng., vol. 43, pp. 638-649, June 1996.
6. L. Blankevoort, R. Huiskes, and A. de Lange, "The envelope of passive knee joint motion," J. Biomech., vol. 21, no. 9, pp. 705-720, 1988.
7. M. C. Murphy et al., "In vivo measurement of the three-dimensional skeletal motion at the normal knee," Trans. Othop. Res. Soc., p. 142, 1995.
8. E. Y. S. Chao, "Justification of triaxial goniometery for the measurement of joint rotation," J. Biomech., vol. 13, pp. 989-1006, 1980.
9. T. P. Andriacchi, T. S. Stanwyck, and J. O. Galante, "Knee biomechanics and total knee replacement," J. Arthroplastyd, vol. 1, pp. 211-219, 1986.
10. L. Lemieux et al., "A patient-to-computed-tomography image registration method based on digitally reconstructed radiographs," Med. Phys., vol. 21, no. 11, pp. 1749-1760, 1994.
11. G. Penney et al., "A comparison of similarity measures for use in 2-D-3-D medical image registration," IEEE Trans. Med. Imag., vol. 17, pp. 586-595, Aug. 1998.
12. W. E. L. Grimson, Object Recognition by Computer. Cambridge, MA: MIT Press, 1990.
13. D. G. Lowe, "Fitting parameterized three-dimensional models to images," IEEE Trans. Pattern Anal. Machine Intell., vol. 13, pp. 441-450, May 1991.
14. D. J. Kriegman and J. Ponce, "On recognizing and positioning curved 3-D objects from image contours," IEEE Trans. Pattern Anal. Machine Intell., vol. 12, no. 12, pp. 1127-1137, 1990.
15. W. A. Hoff et al., "Three-dimensional determination of femoral-tibial contact positions under "in-vivo" conditions using fluoroscopy," Clinical Biomechanics, vol. 13, no. 7, pp. 455-472, 1998.
16. S. Lavallee and R. Szeliski, "Recovering the position and orientation of free-form objects from image contours using 3-D distance maps," IEEE Trans. Pattern Anal. Machine Intell., vol. 17, pp. 378-390, Apr. 1995.
17. A. Gueziec et al., "Anatomy-based registration of CT-scan and intraoperative X-ray images for guiding a surgical robot," IEEE Trans. Med. Imag., vol. 17, pp. 715-728, Oct. 1998.
18. J. Feldmar, N. Ayache, and F. Betting, "3D-2D projective registration of free-form curves and surfaces," Comput. Vis. Image Understanding, vol. 65, no. 3, pp. 403-424, 1997.
19. J. Weese et al., "Voxel-based 2-D/3-D registration of fluoroscopy images and CT scans for image-guided surgery," IEEE Trans. Inform. Technol. Biomed., vol. 1, pp. 284-293, Dec. 1997.
20. P. Viola and W. Wells, "Alignment by maximization of mutual information," Int. J. Comput. Vis., vol. 24, no. 2, pp. 137-154, 1997.
21. P. Hellier et al., "Hierarchical estimation of a dense deformation field for 3-D robust registration," IEEE Trans. Med. Imag., vol. 20, pp. 388-402, May 2001.
22. G. Matsopoulos et al., "Automatic retinal image registration scheme using global optimization techniques," IEEE Trans. Inform. Technol. Biomed., vol. 3, pp. 47-60, Mar. 1999.
23. J. Rouet, J. Jacq, and C. Roux, "Genetic algorithms for a robust 3-D MR-CT registration," IEEE Trans. Inform. Technol. Biomed., vol 4, pp. 126-136, June 2000.
24. M. E. Sarojak et al., "An interactive system for kinematic analysis of artificial joint implants," presented at the 36th Rocky Mountain Bioengineering Symp., Copper Mountain, CO, 1999.
25. M. Sarojak, "Interactive pose estimation of total joint arthroplasty via X-ray fluoroscopy," masters thesis, Eng. Div., Colorado Sch. Mines, Golden, CO, 1998.
26. M. Mahfouz, "A new registration method for implanted and non implanted knee joints using single plane X-ray fluoroscopy," masters thesis, Eng. Div., Colorado Sch. Mines, Golden, 2002.
27. W. K. Pratt, Digital Image Processing, 2nd ed. New York: Wiley, 1991.
28. "Registration of contours using chamfer matching," M. Van Herk, in Handbook of Medical Imaging, Processing, and Analysis, I. Bankman, Ed. San Diego, CA: Academic, 2000, pp. 515-527.
29. P. J. Rousseeuw and A. M. Leroy, Robust Regression and Outlier Detection. New York, NY: Wiley, 1987.
30. W. H. Press et al., Numerical Recipes in C, 2nd ed. Cambridge, U.K.: Cambridge Univ. Press, 1992.
31. S. Kirkpatrick, J. C. D. Gelatt, and M. P. Vecchi, "Optimization by simulated annealing," Science, vol. 220, no. 4598, pp. 671-680, 1983.
32. T. B. Sheridan, Telerobotics, Automation, and Human Supervisory Control. Cambridge, MA: MIT Press, 1992.
33. J. Stiehl et al., "In vivo determination of condylar lift-off and screw-home in a mobile-bearing total knee arthroplasty," J. Arthroplasty, vol. 14, no. 3, pp. 293-299, 1999.
34. J. Stiehl et al., "The cruciate ligaments in total knee arthroplasty: A kinematic analysis of 2 total knee arthroplasties," J. Arthroplasty, vol. 15, no. 5, pp. 545-550, 2000.
35. D. Dennis et al., "Femoral condylar lift-off in vivo in total knee arthroplasty," Br. J. Bone Joint Surg., vol. 83, no. 1, pp. 33-39, 2001.
36. J. Stiehl et al., "Frontal plane kinematics after mobile-bearing total knee arthroplasty," Clin Orthop., vol. 392, pp. 56-61, 2001.
37. K. Nilsson, J. Karrholm, and L. Ekelund, "Knee motion in total knee arthroplasty," Clin. Orthop. Related Res., vol. 256, pp. 141-161, 1990.
38. J. Karrholm, S. Brandsson, and M. Freeman, "Tibiofemoral movement 4: Changes of axial tibial rotation caused by forced rotation at the weight-bearing knee studied by RSA," Br. J. Bone Joint Surg., vol. 82, no. 8, pp. 1201-1203, 2000.
39. M. A. Murphy, Geometry and the Kinematics of the Normal Human Knee. Cambridge, MA: Massachusetts Inst. Technol., 1990.
40. M. A. Lafortune et al., "Three dimensional kinematics of the human knee walking," J. Biomech., vol. 25, no. 4, pp. 347-357, 1992.
41. H. Iwaki, V. Pinskerova, and M. Freeman, "Tibiofemoral movement 1: The shapes and relative movements of the femur and tibia in the unloaded cadaver knee," Br. J. Bone Joint Surg., vol. 82, no. 8, pp. 1189-1195, 2000.
42. P. Hill et al., "Tibiofemoral movement 2: The loaded and unloaded living knee studied by MRI," Br. J. Bone Joint Surg., vol. 82, no. 8, pp. 1196-1198, 2000.
43. J. Canny, "A computational approach to edge detection," IEEE Trans. Pattern Anal. Machine Intell., vol. PAMI-8, pp. 679-698, June 1986.
44. B. K. P. Horn, "Closed-form solution of absolute orientation using unit quaternions," J. Optical Soc. Amer., vol. 4, no. 4, pp. 629-642, 1987.
45. J. Craig, Introduction to Robotics: Mechanics and Control, 2nd ed. Reading, MA: Addison-Wesley, 1990.
46. R. Haralick and L. Shapiro, Computer and Robot Vision. Reading, MA: Addison-Wesley, 1993.
47. W. A. Hoff and T. Vincent, "Analysis of head pose accuracy in augmented reality," IEEE Trans. Visual. Comput. Graphics, vol. 6, pp. 319-334, Oct.-Dec. 2000.
48. D. Dennis et al., "In vivo three-dimensional determination of kinematics for subjects with a normal knee or a unicompartmental or total knee replacement," J. Bone Joint Surg. Amer., vol. 83-A, pp. 104-115, 2001. Suppl 2 Pt 2.
49. S. A. Banks, Model Based 3-D Kinematic Estimation from 2-D Perspective Silhouettes: Application with Total Knee Prostheses. Cambridge, MA: Massachusetts Inst. Technol., 1992.