Socially Constrained Structural Learning for Groups Detection in Crowd

@article{Solera2016SociallyCS,
  title={Socially Constrained Structural Learning for Groups Detection in Crowd},
  author={Francesco Solera and Simone Calderara and R. Cucchiara},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year={2016},
  volume={38},
  pages={995-1008}
}
  • Francesco Solera, Simone Calderara, R. Cucchiara
  • Published 2016
  • Computer Science, Mathematics, Medicine
  • IEEE Transactions on Pattern Analysis and Machine Intelligence
  • Modern crowd theories agree that collective behavior is the result of the underlying interactions among small groups of individuals. [...] Key Result We show our algorithm achieves state-of-the-art results when relying on both ground truth trajectories and tracklets previously extracted by available detector/tracker systems.Expand Abstract
    58 Citations
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    • 135
    • Highly Influenced
    • PDF
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    • Highly Influenced
    • PDF
    Tracking Social Groups Within and Across Cameras
    • 20
    • PDF
    Spatio-temporal interaction model for crowd video analysis
    • Highly Influenced
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    GD-GAN: Generative Adversarial Networks for Trajectory Prediction and Group Detection in Crowds
    • 16
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    References

    SHOWING 1-10 OF 58 REFERENCES
    Structured learning for detection of social groups in crowd
    • 34
    • PDF
    Vision-Based Analysis of Small Groups in Pedestrian Crowds
    • 291
    • PDF
    Understanding dyadic interactions applying proxemic theory on videosurveillance trajectories
    • Simone Calderara, R. Cucchiara
    • Computer Science
    • 2012 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops
    • 2012
    • 9
    Social interaction discovery by statistical analysis of F-formations
    • 168
    • PDF
    Abnormal crowd behavior detection using social force model
    • 547
    • PDF
    The Walking Behaviour of Pedestrian Social Groups and Its Impact on Crowd Dynamics
    • 732
    • PDF
    Measuring Crowd Collectiveness
    • 93
    • PDF
    Improving Data Association by Joint Modeling of Pedestrian Trajectories and Groupings
    • 229
    • PDF
    Scene-Independent Group Profiling in Crowd
    • 200
    • PDF
    You'll never walk alone: Modeling social behavior for multi-target tracking
    • 881
    • PDF