From Semi-supervised to Transfer Counting of Crowds

  title={From Semi-supervised to Transfer Counting of Crowds},
  author={Chen Change Loy and Shaogang Gong and Tao Xiang},
  journal={2013 IEEE International Conference on Computer Vision},
Regression-based techniques have shown promising results for people counting in crowded scenes. However, most existing techniques require expensive and laborious data annotation for model training. In this study, we propose to address this problem from three perspectives: (1) Instead of exhaustively annotating every single frame, the most informative frames are selected for annotation automatically and actively. (2) Rather than learning from only labelled data, the abundant unlabelled data are… CONTINUE READING
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