Automatic generation of a subject-specific model for accurate markerless motion capture and biomechanical applications

IEEE Transactions on Biomedical Engineering

Volumn 57, Issue 4, 2010, Pages 806-812

  Corazza, Stefano ^a   Gambaretto, Emiliano ^b   Mündermann, Lars ^c   Andriacchi, Thomas P ^a  

^a STANFORD UNIVERSITY   (United States)

^b POLITECNICO DI MILANO   (Italy)

^c NONE

Author keywords

Kinematics; Modeling; Motion analysis

Indexed keywords

ALGORITHMS; BIOMECHANICS; KINEMATICS; LOCATION; METALLIC MATRIX COMPOSITES; MOTION ESTIMATION; THREE DIMENSIONAL COMPUTER GRAPHICS;

ACCURATE TRACKING; AUTOMATIC GENERATION; AUTOMATIC MODEL GENERATION; BIOMECHANICAL APPLICATION; BIOMECHANICAL STUDIES; BODY MASS INDEX; CROSS VALIDATION; FREE-FORM SURFACE; JOINT CENTER; KINEMATICS MODELING; LASER SCANS; LOCATION INFORMATION; MARKERLESS MOTION CAPTURE; MODEL GENERATION; MOTION ANALYSIS; OPTIMAL LOCATIONS; SUBJECT-SPECIFIC; TRAINING ERRORS; VISUAL HULLS;

THREE DIMENSIONAL;

AGE DISTRIBUTION; ALGORITHM; ARTICLE; BIOMECHANICS; BODY BUILD; BODY MASS; ETHNICITY; EXPERIMENTAL MODEL; HUMAN; JOINT; KINEMATICS; MORPHOLOGICAL TRAIT; MOTION ANALYSIS SYSTEM; SEX DIFFERENCE; VALIDATION PROCESS; BIOLOGICAL MODEL; FEMALE; IMAGE PROCESSING; LASER; MALE; MOVEMENT (PHYSIOLOGY); PHYSIOLOGY; PROCEDURES; REPRODUCIBILITY; WHOLE BODY IMAGING;

ALGORITHMS; BIOMECHANICAL PHENOMENA; FEMALE; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; LASERS; MALE; MODELS, BIOLOGICAL; MOVEMENT; REPRODUCIBILITY OF RESULTS; WHOLE BODY IMAGING;

EID: 77950286232     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2008.2002103     Document Type: Article

References (19)

1. D. Anguelov, P. Srinivasan, D. Koller, S. Thrun, J. Rodgers, and J. Davis, "SCAPE: Shape completion and animation of people," ACM Trans. Graphics, vol.24, no.3, pp. 408-416, 2005.
2. A. Laurentini, "The visual hull concept for silhouette base image understanding," IEEE Trans. Pattern Anal. Mach. Intell, vol.16, no.2, pp. 150-162, Feb. 1994.
3. I. Kakadiaris and D. Metaxas, "Three-dimensional human body model acquisition from multiple views," Int. J. Comput. Vision, vol.30, pp. 191- 218, 1998.
4. S. Corazza, L. M̈undermann, A. M. Chaudhari, T. Demattio, C. Cobelli, andT. P.Andriacchi, "A markerlessmotion capture system to studymusculoskeletal biomechanics: Visual hull and simulated annealing approach," Ann. Biomed. Eng., vol.34, no.6, pp. 1019-1029, 2006.
5. A. Hilton, D. Beresford, T. Gentils, R. Smith, andW. Sun, "Virtual people: Capturing human models to populate virtual worlds," in Proc. Comput. Animation, Geneva, Switzerland, 1999, pp. 174-185.
6. G. Cheung, S. Baker, and T. Kanade, "Shape-from-silhouette across time part I: Theory and algorithm," Int. J. Comput. Vision, vol.62, pp. 221-247, 2005.
7. G. Cheung, S. Baker, and T. Kanade, "Shape-from-silhouette across time part II: Applications to human modeling and markerless motion tracking," Int. J. Vision, vol.63, pp. 225-245, 2005.
8. R. Pl̈ankers and P. Fua, "Articulated soft objects for multiview shape and motion capture," IEEE Trans. Pattern Anal. Mach. Intell, vol.25, no.9, pp. 1182-1187, Sep. 2003.
9. I. Mikic, M. Trivedi, E. Hunter, and P. Cosman, "Human body model acquisition and tracking using voxel data," Int. J. Comp. Vision, vol.53, pp. 199-223, 2003.
10. W. Lee, J. Gu, and N. Magnenat-Thalmann, "Generating animatable 3D virtual humans from photographs," Comput. Graph. Forum, 2000, pp. 1-10.
11. B. Rosenhahn and R. Klette, "Automatic human model generation," in Proc. Comput. Anal. Images Patterns, 2005, pp. 230-237.
12. R. M. Murray, Z. X. Li, and S. S. Sastry, A Mathematical Introduction to Robotic Manipulation. New York: CRC Press, 1994.
13. P. Besl and N. Mckay, "A method for registration of 3D shapes," IEEE Trans. Pattern Anal. Mach. Intell., vol.14, no.2, pp. 239-256, Feb. 1992.
14. D. Anguelov, L.M̈undermann, and S. Corazza, "An iterative closest point algorithm for tracking articulated models in 3D range scans," in Proc. ASME, Vail, CO, 2005.
15. L. M̈undermann, S. Corazza, and T. P. Andriacchi, "The evolution of methods for the capture of human movement leading to markerless motion capture for biomechanical applications," J. Neuro Eng. Rehabil., vol.3, 2006.
16. U. Della Croce, A. Leardini, L. Chiari, and A. Cappozzo, "Human movement analysis using stereophotogrammetry - Part 4: Assessment of anatomical landmark misplacement and its effects on joint kinematics," Gait Posture, vol.21, pp. 226-237, 2005.
17. T. P. Andriacchi, G. B. Andersson, R. W. Fermier, D. Stern, and J. O. Galante, "A study of lower-limb mechanics during stair-climbing," J. Bone Joint Surg. Am., vol.62, pp. 749-757, Jul. 1980.
18. A. L. Bell, D. R. Pedersen, and R. A. Brand, "A comparison of the accuracy of several hip center location prediction methods," J. Biomech., vol.23, pp. 617-621, 1990.
19. S. Corazza, L. M̈undermann, A. W. Chaudhari, and T. P. Andriacchi, "A framework for the functional identification of joint centers using markerless motion capture, validation for the hip joint," J. Biomech., vol.40, no.15, pp. 3510-3515, 2007.