Nonparametric density estimation for human pose tracking

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 4174 LNCS, Issue , 2006, Pages 546-555

  Brox, Thomas ^a   Rosenhahn, Bodo ^b   Kersting, Uwe G ^c   Cremers, Daniel ^a  

^a UNIVERSITY OF BONN   (Germany)

^b MPI Computer Science   (Germany)

^c UNIVERSITY OF AUCKLAND   (New Zealand)

Author keywords

[No Author keywords available]

Indexed keywords

ANGLE MEASUREMENT; IMAGE ANALYSIS; PARAMETER ESTIMATION; PERSONNEL TRAINING; ROBUSTNESS (CONTROL SYSTEMS);

JOINT ANGLE CONFIGURATIONS; NONPARAMETRIC PARZEN DENSITY ESTIMATION; POSE TRACKING; TRACKING SYSTEMS;

TRACKING (POSITION);

EID: 33750274055     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/11861898_55     Document Type: Conference Paper

References (18)

1. A. Agarwal and B. Triggs. Recovering 3D human pose from monocular images. IEEE Transactions on Pattern Analysis and Machine Intelligence, 28(1):44-58, Jan. 2006.
2. C. Bregler, J. Malik, and K. Pullen. Twist based acquisition and tracking of animal and human kinematics. International Journal of Computer Vision, 56(3):179-194, 2004.
3. T. Brox, B. Rosenhahn, and J. Weickert. Three-dimensional shape knowledge for joint image segmentation and pose estimation. In W. Kropatsch, R. Sablatnig, and A. Hanbury, editors, Pattern Recognition, volume 3663 of LNCS, pages 109-116. Springer, Aug. 2005.
4. D. Cremers, S. Osher, and S. Soatto. Kernel density estimation and intrinsic alignment for shape priors in level set segmentation. International Journal of Computer Vision. To appear.
5. T. Kadir and M. Brady. Unsupervised non-parametric region segmentation using level sets. In Proc. Ninth IEEE International Conference on Computer Vision, volume 2, pages 1267-1274, 2003.
6. J. Kim, J. Fisher, A. Yezzi, M. Cetin, and A. Willsky. A nonparametric statistical method for image segmentation using information theory and curve evolution. IEEE Transactions on Image Processing, 14(10):1486-1502, 2005.
7. R. Murray, Z. Li, and S. Sastry. Mathematical Introduction to Robotic Manipulation. CRC Press, Baton Rouge, 1994.
8. E. Parzen. On the estimation of a probability density function and the mode. Annals of Mathematical Statistics, 33:1065-1076, 1962.
9. F. Rosenblatt. Remarks on some nonparametric estimates of a density function. Annals of Mathematical Statistics, 27:832-837, 1956.
10. B. Rosenhahn, T. Brox, U. Kersting, A. Smith, J. Gurney, and R. Klette. A system for marker-less motion capture. Künstliche Intelligenz, (1):45-51, 2006.
11. B. Rosenhahn and G. Sommer. Pose estimation of free-form objects. In T. Pajdla and J. Matas, editors, Proc. 8th European Conference on Computer Vision, volume 3021 of LNCS, pages 414-427. Springer, May 2004.
12. M. Rousson, T. Brox, and R. Deriche. Active unsupervised texture segmentation on a diffusion based feature space. In Proc. International Conference on Computer Vision and Pattern Recognition, pages 699-704, Madison, WI, June 2003.
13. G. Shakhnarovich, P. Viola, and T. Darell. Fast pose estimation with parameter sensitive hashing. In Proc. International Conference on Computer Vision, pages 750-757, Nice, France, Oct. 2003.
14. B. W. Silverman. Density Estimation for Statistics and Data Analysis. Chapman and Hall, New York, 1986.
15. C. Sminchisescu and A. Jepson. Generative modeling for continuous non-linearly embedded visual inference. In Proc. International Conference on Machine Learning, 2004.
16. C. Sminchisescu and B. Triggs. Estimating articulated human motion with covariance scaled sampling. International Journal of Robotics Research, 22(6):371-391, 2003.
17. J. Zhang, R. Collins, and Y. Liu. Representation and matching of articulated shapes. In Proc. International Conference on Computer Vision and Pattern Recognition, pages 342-349, June 2004.
18. J. Zhang, R. Collins, and Y. Liu. Bayesian body localization using mixture of nonlinear shape models. In Proc. International Conference on Computer Vision, pages 725-732, Beijing, China, Oct. 2005.