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Crowd Behavior Estimation Using Triplet Person Detection Model

Implement a smaller crowd-based triplet person detection model to accurately find behaviors in a crowd setting. Change model to support triplet detection and testing. Inspired by Dijkstra et al. (2001) and WeinaGe et al. (2012) research. Utilize Felzenszwalb et al. (2010) methodology to achieve effective results.

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Crowd Behavior Estimation Using Triplet Person Detection Model

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  1. REU Project Triplet Person Detection and Behavior Estimation Steven Hickson

  2. Papers • Dijkstra, J., A.J. Jessurun, and H.J.P. Timmermans. 2001. "A Multi-Agent Cellular Automata Model of Pedestrian Movement." In M. Schreckenberg and S.D. Sharma(ed.): Pedestrian and Evacuation Dynamics. Springer-Verlag, Berlin. pp. 173-18 • WeinaGe; Collins, R.T.; Ruback, R.B.; , "Vision-Based Analysis of Small Groups in Pedestrian Crowds," Pattern Analysis and Machine Intelligence, IEEE Transactions on , vol.34, no.5, pp.1003-1016, May 2012doi: 10.1109/TPAMI.2011.176 • P. Felzenszwalb, R. Girshick, D. McAllester, D. RamananObject Detection with Discriminatively Trained Part Based ModelsIEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 32, No. 9, September 2010

  3. Original P. Felzenszwalb Results

  4. Competing Results

  5. Current Code Changes Changing Model

  6. Next • Change Model fully to support finding triplets and test. • Implement smaller crowd based triplet model • Find behaviors

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