How good are detection proposals, really?

@article{Hosang2014HowGA,
  title={How good are detection proposals, really?},
  author={Jan Hendrik Hosang and Rodrigo Benenson and Bernt Schiele},
  journal={CoRR},
  year={2014},
  volume={abs/1406.6962}
}
Current top performing Pascal VOC object detectors employ detection proposals to guide the search for objects thereby avoiding exhaustive sliding window search across images. Despite the popularity of detection proposals, it is unclear which trade-offs are made when using them during object detection. We provide an in depth analysis of ten object proposal methods along with four baselines regarding ground truth annotation recall (on Pascal VOC 2007 and ImageNet 2013), repeatability, and impact… CONTINUE READING
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