Spatial pooling of heterogeneous features for image applications

@inproceedings{Xie2012SpatialPO,
  title={Spatial pooling of heterogeneous features for image applications},
  author={Lingxi Xie and Qi Tian and Bo Zhang},
  booktitle={ACM Multimedia},
  year={2012}
}
The Bag-of-Features (BoF) model has played an important role for image representation in many multimedia applications. It has been extensively applied to many tasks including image classification, image retrieval, scene understanding, and so on. Despite the advantages of this model such as simplicity, efficiency and generality, there are also notable drawbacks for this model, including poor power of semantic expression of local descriptors, and lack of robust structures upon single visual words… CONTINUE READING
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