Analyzing Human Movements from Silhouettes Using Manifold Learning

@article{Wang2006AnalyzingHM,
  title={Analyzing Human Movements from Silhouettes Using Manifold Learning},
  author={Liang Wang and David Suter},
  journal={2006 IEEE International Conference on Video and Signal Based Surveillance},
  year={2006},
  pages={7-7}
}
A novel method for learning and recognizing sequential image data is proposed, and promising applications to vision-based human movement analysis are demonstrated. To find more compact representations of high-dimensional silhouette data, we exploit locality preserving projections (LPP) to achieve low-dimensional manifold embedding. Further, we present two kinds of methods to analyze and recognize learned motion manifolds. One is correlation matching based on the Hausdorrf distance, and the… CONTINUE READING
Highly Cited
This paper has 32 citations. REVIEW CITATIONS
21 Citations
18 References
Similar Papers

Citations

Publications citing this paper.
Showing 1-10 of 21 extracted citations

References

Publications referenced by this paper.

Similar Papers

Loading similar papers…