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Farley Lai edited this page Apr 30, 2021 · 1 revision

Requirements

  • Single camera tracking improvement
    • detection misses
    • feature similarity learning
  • Cross-camera tracking
    • universal track association
    • feature similarity learning

Challenges

  • cross-modalities
    • lower resolution
    • infrared
    • sketch
    • text descriptions
  • long term Re-ID difficulties such as clothes/illumination changes
  • group membership Re-ID
  • camera angle variations
  • person pose variations
  • light condition variations
  • people wearing similar clothes
  • people occluded causing to learn background bias
  • people close causing ambiguous identifications

Datasets

  • single frame based annotations
    • CHUHK03
    • Market1501
    • DukeMTMC-ReID
    • MSMT17
  • sequence of frames based annotations with tracklets
    • LPW
    • MARS
    • LVReID

Resources

Tutorials

References

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