Abstract: Highlights•We introduce a view geometric constraint to the tracking problem.•We provide a closed form solution from appearance and geometry.•This paper provides persistent tracking of features even when they are occluded.•Bayesian-based selection of the best features.•Our experiments demonstrate robust tracking performance.
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