Real-time Accurate Object Detection using Multiple Resolutions

@article{Zhang2007RealtimeAO,
  title={Real-time Accurate Object Detection using Multiple Resolutions},
  author={Wei Zhang and Gregory J. Zelinsky and Dimitris Samaras},
  journal={2007 IEEE 11th International Conference on Computer Vision},
  year={2007},
  pages={1-8}
}
We propose a multi-resolution framework inspired by human visual search for general object detection. Different resolutions are represented using a coarse-to-fine feature hierarchy. During detection, the lower resolution features are initially used to reject the majority of negative windows at relatively low cost, leaving a relatively small number of windows to be processed in higher resolutions. This enables the use of computationally more expensive higher resolution features to achieve high… CONTINUE READING
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