Scene-Adaptive Human Detection with Incremental Active Learning

@article{Joshi2010SceneAdaptiveHD,
  title={Scene-Adaptive Human Detection with Incremental Active Learning},
  author={Ajay J. Joshi and Fatih Murat Porikli},
  journal={2010 20th International Conference on Pattern Recognition},
  year={2010},
  pages={2760-2763}
}
In many computer vision tasks, scene changes hinder the generalization ability of trained classifiers. For instance, a human detector trained with one set of images is unlikely to perform well in different scene conditions. In this paper, we propose an incremental learning method for human detection that can take generic training data and build a new classifier adapted to the new deployment scene. Two operation modes are proposed: i) a completely autonomous mode wherein first few empty frames… CONTINUE READING

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