Efficient algorithms for subwindow search in object detection and localization

@article{An2009EfficientAF,
  title={Efficient algorithms for subwindow search in object detection and localization},
  author={Senjian An and Patrick Peursum and Wanquan Liu and Svetha Venkatesh},
  journal={2009 IEEE Conference on Computer Vision and Pattern Recognition},
  year={2009},
  pages={264-271}
}
Recently, a simple yet powerful branch-and-bound method called Efficient Subwindow Search (ESS) was developed to speed up sliding window search in object detection. A major drawback of ESS is that its computational complexity varies widely from O(n2) to O(n4) for n × n matrices. Our experimental experience shows that the ESS's performance is highly related to the optimal confidence levels which indicate the probability of the object's presence. In particular, when the object is not in the image… CONTINUE READING
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