Interactive retrieval of targets for wide area surveillance

  title={Interactive retrieval of targets for wide area surveillance},
  author={Saad Ali and Omar Javed and Niels Haering and Takeo Kanade},
  booktitle={ACM Multimedia},
We address the problem of interactive search for a target of interest in surveillance imagery. Our solution consists of iteratively learning a distance metric for retrieval, based on user feedback. The approach employs (retrieval) rank based constraints and convex optimization to efficiently learn the distance metric. The algorithm uses both user labeled and unlabeled examples in the learning process. The method is fast enough for a new metric to be learned interactively for each target query… CONTINUE READING
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Publications referenced by this paper.
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Distance Metric Learning for Large Margin Nearest Neighbor Classification

Journal of Machine Learning Research • 2009
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Generalized Risk Zone: Selecting Observations for Classification

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