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Integrating pedestrian simulation, tracking and event detection for crowd analysis

Butenuth, Matthias and Burkert, Florian and Kneidl, Angelika and Borrmann, Andre and Schmidt, Florian and Hinz, Stefan and Sirmacek, Beril and Hartmann, Dirk (2011) Integrating pedestrian simulation, tracking and event detection for crowd analysis. IEEE. 1st IEEE Workshop on Modeling, Simulation and Visual Analysis of Large Crowds, 7 November 2011, Barcelona, Spain.

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Official URL: http://server.cs.ucf.edu/~vision/ICCVWorkshop/home.html

Abstract

In this paper, an overall framework for crowd analysis is presented. Detection and tracking of pedestrians as well as detection of dense crowds is performed on image sequences to improve simulation models of pedestrian flows. Additionally, graph-based event detection is performed by using Hidden Markov Models on pedestrian trajectories utilizing knowledge from simulations. Experimental results show the benefit of our integrated framework using simulation and real-world data for crowd analysis.

Item URL in elib:https://elib.dlr.de/70774/
Document Type:Conference or Workshop Item (Speech)
Title:Integrating pedestrian simulation, tracking and event detection for crowd analysis
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Butenuth, MatthiasUNSPECIFIEDUNSPECIFIED
Burkert, FlorianUNSPECIFIEDUNSPECIFIED
Kneidl, AngelikaUNSPECIFIEDUNSPECIFIED
Borrmann, AndreUNSPECIFIEDUNSPECIFIED
Schmidt, FlorianUNSPECIFIEDUNSPECIFIED
Hinz, StefanUNSPECIFIEDUNSPECIFIED
Sirmacek, BerilBeril.Sirmacek (at) dlr.deUNSPECIFIED
Hartmann, DirkUNSPECIFIEDUNSPECIFIED
Date:2011
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Page Range:pp. 1-8
Publisher:IEEE
Status:Published
Keywords:crowd detection, crowd simulation, tracking, event detection, pedestrian simulation, behavior understanding, graph networks, airborne images
Event Title:1st IEEE Workshop on Modeling, Simulation and Visual Analysis of Large Crowds
Event Location:Barcelona, Spain
Event Type:Workshop
Event Dates:7 November 2011
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Transport
HGF - Program Themes:Traffic Management (old)
DLR - Research area:Transport
DLR - Program:V VM - Verkehrsmanagement
DLR - Research theme (Project):V - VABENE (old)
Location: Oberpfaffenhofen
Institutes and Institutions:Remote Sensing Technology Institute > Photogrammetry and Image Analysis
Deposited By: Sirmacek, Beril
Deposited On:07 Sep 2011 14:19
Last Modified:31 Jul 2019 19:32

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