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[pixkit cv] detection: Object detection

Yun-Fu Liu edited this page May 26, 2014 · 1 revision

nms_PairwiseMax_2010

Non-maximum suppression.

[Abbr] pairwise max (PM)

[Reference] Felzenszwalb, P.F., Girshick, R.B., McAllester, D.A., Ramanan, D.: Object detection with discriminatively trained part-based models. PAMI 32(9) (2010)

[Developer] Yun-Fu Liu (yunfuliu@gmail.com)

C++: bool detection::nms_PairwiseMax_2010(std::vector &boxes,float overlap=0.5);

Parameters:

  • boxes - Detection bounding boxes
  • overlap - Overlap threshold for suppression. For a selected box Bi, all boxes Bj that are covered by more than overlap are suppressed. Note that 'covered' is |Bi \cap Bj| / |Bj|, not the PASCAL intersection over union measure.

nms_PairwiseMaxStar_2009

Non-maximum suppression.

[Abbr] pairwise max (PM)

[Reference] P. Dollar, Z. Tu, P. Perona, and S. Belongie, "Integral Channel Features," Proc. British Machine Vision Conf., 2009.

[Developer] Yun-Fu Liu (yunfuliu@gmail.com)

C++: bool detection::nms_PairwiseMaxStar_2009(std::vector &boxes,float overlap=0.6);

Parameters:

  • boxes - Detection bounding boxes
  • overlap - Overlap threshold for suppression. For a selected box Bi, all boxes Bj that are covered by more than overlap are suppressed. Note that 'covered' is |Bi \cap Bj| / |Bi \cup Bj|, is the PASCAL intersection over union measure.

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