Piecewise-Stationary Motion Modeling and Iterative Smoothing to Track Heterogeneous Particle Motions in Dense Environments

@article{Roudot2017PiecewiseStationaryMM,
  title={Piecewise-Stationary Motion Modeling and Iterative Smoothing to Track Heterogeneous Particle Motions in Dense Environments},
  author={Philippe Roudot and Liya Ding and Khuloud Jaqaman and Charles Kervrann and Gaudenz Danuser},
  journal={IEEE Transactions on Image Processing},
  year={2017},
  volume={26},
  pages={5395-5410}
}
One of the major challenges in multiple particle tracking is the capture of extremely heterogeneous movements of objects in crowded scenes. The presence of numerous assignment candidates in the expected range of particle motion makes the tracking ambiguous and induces false positives. Lowering the ambiguity by reducing the search range, on the other hand, is not an option, as this would increase the rate of false negatives. We propose here a piecewise-stationary motion model (PMM) for the… CONTINUE READING
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