Building Part-Based Object Detectors via 3D Geometry

@article{Shrivastava2013BuildingPO,
  title={Building Part-Based Object Detectors via 3D Geometry},
  author={Abhinav Shrivastava and Abhinav Gupta},
  journal={2013 IEEE International Conference on Computer Vision},
  year={2013},
  pages={1745-1752}
}
This paper proposes a novel part-based representation for modeling object categories. Our representation combines the effectiveness of deformable part-based models with the richness of geometric representation by defining parts based on consistent underlying 3D geometry. Our key hypothesis is that while the appearance and the arrangement of parts might vary across the instances of object categories, the constituent parts will still have consistent underlying 3D geometry. We propose to learn… CONTINUE READING
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