A unified framework for local visual descriptors evaluation

@article{Kihl2015AUF,
  title={A unified framework for local visual descriptors evaluation},
  author={Olivier Kihl and David Picard and Philippe Henri Gosselin},
  journal={Pattern Recognition},
  year={2015},
  volume={48},
  pages={1174-1184}
}
Local descriptors are the ground layer of recognition feature based systems for still images and video. We propose a new framework to explain local descriptors. This framework is based on the descriptors decomposition in three levels: primitive extraction, primitive coding and code aggregation. With this framework, we are able to explain most of the popular descriptors in the literature such as HOG, HOF, SURF. We propose two new projection methods based on approximation with oscillating… CONTINUE READING
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