Temporal validation of Particle Filters for video tracking

Abstract

We present an approach for determining the temporal consistency of Particle Filters in video tracking based on model validation of their uncertainty over sliding windows. The filter uncertainty is related to the consistency of the dispersion of the filter hypotheses in the state space. We learn an uncertainty model via a mixture of Gamma distributions whose… (More)
DOI: 10.1016/j.cviu.2014.06.016

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