Online Video Stabilization Based on Particle Filters

  title={Online Video Stabilization Based on Particle Filters},
  author={Junlan Yang and Dan Schonfeld and Chong Chen and Magdi A. Mohamed},
  journal={2006 International Conference on Image Processing},
Particle filters have been introduced as a powerful tool to estimate the posterior density of nonlinear systems. These filters are also capable of processing data online as required in many practical applications. In this paper, we propose a novel technique for video stabilization based on the particle filtering framework. Scale-invariant feature points are extracted to form a rough estimate which is used to model the importance density. We use a constant-velocity Kalman filter model to… CONTINUE READING
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Publications referenced by this paper.
Showing 1-9 of 9 references

Distinctive Image Features from Scale-Invariant Keypoints

International Journal of Computer Vision • 2004
View 1 Excerpt

A tutorial on particle filters for online nonlinear/nongaussian bayesian tracking

N. Gordon, M. Arulampalam, S. Maskell, T. Clapp
IEEE Trans. on Signal Processing, Vol. 50, No. 2, 2002. • 2002
View 1 Excerpt

Fast digital image stabilizer based on Gray-coded bit-plane matching

1999 Digest of Technical Papers. International Conference on Consumer Electronics (Cat. No.99CH36277) • 1999
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