Towards Open-World Person Re-Identification by One-Shot Group-Based Verification

@article{Zheng2016TowardsOP,
  title={Towards Open-World Person Re-Identification by One-Shot Group-Based Verification},
  author={Wei-Shi Zheng and Shaogang Gong and Tao Xiang},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year={2016},
  volume={38},
  pages={591-606}
}
Solving the problem of matching people across non-overlapping multi-camera views, known as person re-identification (re-id), has received increasing interests in computer vision. In a real-world application scenario, a watch-list (gallery set) of a handful of known target people are provided with very few (in many cases only a single) image(s) (shots) per target. Existing re-id methods are largely unsuitable to address this open-world re-id challenge because they are designed for (1) a closed… CONTINUE READING
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