1. John burnum working under Salman KhoKhar
Crowd State Analysis
John burnum working under Salman KhoKhar

2. Identifying Dangerous Regions
Looking for certain patterns of flow
Tried first method [1][2] – Underwhelming
Investigating other techniques
Vector Field Analysis as in [3]
Hierarchical connections modification to [1]
[1]Scene Understanding by Statistical Modeling of Motion Patterns
[2]Similarity Invariant Classification of Events by KL Divergence Minimization
[3]Identifying Behaviors in Crowd Scenes Using Stability Analysis for Dynamical Systems

3. KL Divergence

4. Current Results

5. Next Step
Finish code for vector field analysis and hierarchical connections.

6. Citations
Imran Saleemi, Lance Hartung, Mubarak Shah. Scene Understanding by Statistical Modeling of Motion Patterns. University of Central Florida and University of Wisconsin-Madison.
Salman Khokhar, Imran Saleemi and Mubarak Shah. Similarity Invariant Classification of Events by KL Divergence Minimization. University of Central Florida.
Berkan Solmaz, Brian E. Moore, and Mubarak Shah. Identifying Behaviors in Crowd Scenes Using Stability Analysis for Dynamical Systems. University of Central Florida.