Subspace projection based non-rigid object tracking with...

Image analysis – Applications – Target tracking or detecting

Reexamination Certificate

Rate now

  [ 0.00 ] – not rated yet Voters 0   Comments 0

Details

Reexamination Certificate

active

07376246

ABSTRACT:
A method tracks non-rigid objects in a video acquired of a cluttered scene by a camera. The method uses a particle filter. The tracking includes the following steps: motion transition estimation, contour deformation detection, and contour regulation. The method uses a dynamic affine transform model and employs the particle filter to estimate the parameters of the model. The method generates a probabilistic map of deformation for tracking the contour of the object followed by a projection step to constrain or regulate the contour in a contour subspace.

REFERENCES:
patent: 2003/0169907 (2003-09-01), Edwards et al.
Shin, Jeongho; Ki, Hyunjong; Paik, Joonki; Motion-Based Hierarchical Active Contour Model for Deformable Object Tracking; 2005; Springer-Verlag Berlin Heidelberg; LNCS 3691; pp. 806-813.
A. Blake, M. Isard, and D. Reynard. Learning to track the visual motion of contours. J. Artificial Intelligence, 78:101-134, 1995.
D. Comaniciu, V. Ramesh, and P. Meer. Real-time tracking of non-rigid objects using mean shift. In CVPR, vol. 2, pp. 142-149, Hilton Head, SC, 2000.
T. F. Cootes and C. J. Taylor. Combining point distribution models with shape models based on finite-element analysis. In E. Hancock, editor, 5th British Machine Vision Conference, pp. 419-428, York, England, Sep. 1994. BMVA Press.
J. M. Coughlan and S. J. Ferreira. Finding deformable shapes using loopy belief propagation. In Proceedings of the 7th ECCV-Part III, pp. 453-468. Springer-Verlag, 2002.
D. Cremers, T. Kohlberger, and C. Schnorr. Nonlinear shape statistics in mumford-shah based segmentation. In 11th European Conference on Computer Vision, Copenhagen, May 28-31, 2002. Springer.
N. J. Gordon, D. J. Salmond, and A. Smith. Novel approach to nonlinear
on-gaussian bayesian state estimation. IEE Proceedings on Radar and Signal Processing, 140:107-113, 1993.
I. Haritaoglu, D. Harwood, and L. Davis. w4: Who? when? where? what ? a real time system for detecting and tracking people. In AFGR, Nara, Japan, 1998.
M. Isard and A. Blake. Contour tracking by stocastic propagation of conditional density. In proceeding of ECCV, pp. 343-356, Cambridge, England, 1996.
M. Isard and A. Blake. Condensation—conditional density propagation for visual tracking. International Journal on Computer Vision, 29(1) :5-28, 1998.
P. Li, T. Zhang, and A. E. C. Pece. Visual contour tracking based on particle filters. Image Vision Comput., 21(1) :111-123, 2003.
A. J. Lipton, H. Fujiyoshi, and P. S. Patil. Moving target classification and tracking from real time video. In DARPA, pp. 129-136, Monterey, CA, 1998.
K. P. Nikos and D. Rachid. A pde-based level-set approach for detection and tracking of moving objects. In Proceedings of the Sixth ICCV, p. 1139. IEEE Computer Society, 1998.
P. Perona and J. Malik. Scale-space and edge detection using anisotropic diffusion. IEEE Transactions on Pattern Analysis and Machine Intelligence, 12(7) :629-639, Jul. 1990.
M. Rousson and N. Paragios. Shape priors for level set representations. In 7th European Conference on Computer Vision, pp. 78-92, 2002.
M. Spengler and B. Schiele. Towards robust multi-cue integration for visual tracking. Machine Vision and Application, 14:50-58, 2003.
A. Yilmaz, X. Li, and M. Shah. Contour-based object tracking with occlusion handling in video acquired using mobile cameras. IEEE Transactions on Pattern Analysis and Machine Intelligence, 26(11) :1531-1536, Nov. 2004.

LandOfFree

Say what you really think

Search LandOfFree.com for the USA inventors and patents. Rate them and share your experience with other people.

Rating

Subspace projection based non-rigid object tracking with... does not yet have a rating. At this time, there are no reviews or comments for this patent.

If you have personal experience with Subspace projection based non-rigid object tracking with..., we encourage you to share that experience with our LandOfFree.com community. Your opinion is very important and Subspace projection based non-rigid object tracking with... will most certainly appreciate the feedback.

Rate now

     

Profile ID: LFUS-PAI-O-3982208

  Search
All data on this website is collected from public sources. Our data reflects the most accurate information available at the time of publication.