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Distributed multi-target tracking in a self-configuring camera network

Cristian Soto, Bi Song, Amit K. Roy-Chowdhury
2009 2009 IEEE Conference on Computer Vision and Pattern Recognition  
This paper deals with the problem of tracking multiple targets in a distributed network of self-configuring pan-tiltzoom cameras.  ...  Combining these ideas with single-view analysis, we have a completely distributed approach for multi-target tracking and camera network self-configuration.  ...  Figure 1 shows an overview of our distributed multiresolution tracking system in a network of self-configuring cameras.  ... 
doi:10.1109/cvpr.2009.5206773 dblp:conf/cvpr/SotoSC09 fatcat:77hxnz6x4vdbvhk55m5jtov5j4

Distributed multi-target tracking in a self-configuring camera network

C. Soto, Bi Song, A.K. Roy-Chowdhury
2009 2009 IEEE Conference on Computer Vision and Pattern Recognition  
This paper deals with the problem of tracking multiple targets in a distributed network of self-configuring pan-tiltzoom cameras.  ...  Combining these ideas with single-view analysis, we have a completely distributed approach for multi-target tracking and camera network self-configuration.  ...  Figure 1 shows an overview of our distributed multiresolution tracking system in a network of self-configuring cameras.  ... 
doi:10.1109/cvprw.2009.5206773 fatcat:jmywyr7t6fdmnc53ihmah6vddu

Self-Reconfigurable Smart Camera Networks

2014 Computer  
Self-configuration of smart camera networks is necessary to yield efficient high-level understanding of and adaptation to dynamic scenes.  ...  In this article, we discuss recent approaches for autonomous smart camera network reconfiguration where camera cooperation plays a crucial role.  ...  Target tracking in disjoint camera networks needs handover mechanisms that transfer the control of the tracking task across cameras and assign cameras to targets.  ... 
doi:10.1109/mc.2014.133 fatcat:choaetezebe3bdttz2n65y2nom

Resource-aware configuration in smart camera networks

Bernhard Rinner, Bernhard Dieber, Lukas Esterle, Peter R. Lewis, Xin Yao
2012 2012 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops  
A recent trend in smart camera networks is that they are able to modify the functionality during runtime to better reflect changes in the observed scenes and in the specified monitoring tasks.  ...  In this paper we focus on different configuration methods for such networks.  ...  This work has also been supported by Lakeside Labs GmbH, Klagenfurt, Austria and funded in part by the European Regional Development Fund (ERDF) and the Carinthian Economic Promotion Fund (KWF) under grant  ... 
doi:10.1109/cvprw.2012.6239207 dblp:conf/cvpr/RinnerDELY12 fatcat:cu4xsa5vhvgzjouqw3e3mw2uhi

Static, Dynamic, and Adaptive Heterogeneity in Distributed Smart Camera Networks

Peter R. Lewis, Lukas Esterle, Arjun Chandra, Bernhard Rinner, Jim Torresen, Xin Yao
2015 ACM Transactions on Autonomous and Adaptive Systems  
(2) How can a decentralised network of self-interested smart cameras self-organise to a Pareto efficient configuration, given a particular scenario? 3.4.  ...  self-organising smart camera networks, which use strategies based on social and economic knowledge to target communication activity efficiently.  ... 
doi:10.1145/2764460 fatcat:5dw37j7525eurjxf2ik42tdjvy

The evolution from single to pervasive smart cameras

Bernhard Rinner, Thomas Winkler, Wolfgang Schriebl, Markus Quaritsch, Wayne Wolf
2008 2008 Second ACM/IEEE International Conference on Distributed Smart Cameras  
As defined in this work, future pervasive smart camera systems will be visual sensor networks targeted at end-user applications where special emphasis is put on unobtrusiveness of the cameras as well as  ...  simple deployment supported by self configuration capabilities.  ...  Distributed Smart Cameras The subject of distributed smart cameras is to integrate a number of smart cameras in a common network.  ... 
doi:10.1109/icdsc.2008.4635674 dblp:conf/icdsc/RinnerWSQW08 fatcat:jp424qewsbg4tjxyss2qhie2em

Learning to be Different: Heterogeneity and Efficiency in Distributed Smart Camera Networks

Peter R. Lewis, Lukas Esterle, Arjun Chandra, Bernhard Rinner, Xin Yao
2013 2013 IEEE 7th International Conference on Self-Adaptive and Self-Organizing Systems  
In this paper we study the self-organising behaviour of smart camera networks which use market-based handover of object tracking responsibilities to achieve an efficient allocation of objects to cameras  ...  Our evaluation considers results obtained from an open source simulation package as well as data from a network of real cameras.  ...  2) How can a decentralised network of self-interested smart cameras self-organise to a Pareto efficient configuration, given a particular scenario?  ... 
doi:10.1109/saso.2013.20 dblp:conf/saso/LewisECRY13 fatcat:nx6suzoa4fbdhlibtzdntgfcoa

The Future of Camera Networks

Lukas Esterle, Peter R. Lewis, Richie McBride, Xin Yao
2017 Proceedings of the 11th International Conference on Distributed Smart Cameras - ICDSC 2017  
Camera networks become smart when they can interpret video data on board, in order to carry out tasks as a collective, such as target tracking and (re-)identification of objects of interest.  ...  We present a general discussion on the challenges of heterogeneity, coordination, self-reconfigurability, mobility, and collaboration in camera networks.  ...  ACKNOWLEDGMENT This work is supported by the SOLOMON project (Self-Organisation and Learning Online in Mobile Observation Networks) funded by the European Union H2020 Programme, grant nº705020.  ... 
doi:10.1145/3131885.3131931 dblp:conf/icdsc/EsterleLM017 fatcat:44kmiunahrfhdpjlyt3smvpwxq

Local reconfiguration for simultaneous coverage and tracking in a large scale camera network

Bryan Lemon, Vinod Kulathumani
2011 2011 IEEE International Conference on Technologies for Homeland Security (HST)  
We present a distributed camera control algorithm that can be used for the monitoring of large regions using a network of PTZ (pan/tilt/zoom) cameras.  ...  The proposed strategy would allow for continuous target tracking at a high resolution, while still maintaining coverage over the entire monitored region at the highest possible resolution.  ...  Others have focused on algorithms for efficient handoff of targets in multi-camera multi-target surveillance scenarios [4] - [6] .  ... 
doi:10.1109/ths.2011.6107857 fatcat:mixamq5vznhmjbvgr7fpi3maee

Image sequence based automatic multi-camera system calibration techniques

Hans-Gerd Maas
1999 ISPRS journal of photogrammetry and remote sensing (Print)  
of multi-view correspondences being reduced to the tracking of two targets.  ...  The advantages of the method over conventional self-calibration techniques are the trivial establishment of multi-view correspondences, the fact that no temporarily stable target field has to be constructed  ...  On the other hand, the transition from a two-camera configuration to a three-camera configuration will not require much additional technical effort in most applications and will often be self-evident for  ... 
doi:10.1016/s0924-2716(99)00029-5 fatcat:otx3ef3o6zfgvnwnxrpewn3cyy

QTRAJECTORIES: IMPROVING THE QUALITY OF OBJECT TRACKING USING SELF-ORGANIZING CAMERA NETWORKS

U. Jaenen, U. Feuerhake, T. Klinger, D. Muhle, J. Haehner, M. Sester, C. Heipke
2012 ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences  
In contrast, we propose a holistic approach for object tracking in a self-organizing and distributed smart camera network.  ...  An object tracking agent detects persons in a video stream and associates them with a trajectory.  ...  This paper presents a holistic approach for distributed and selforganizing person tracking in sensor networks. This network consists of smart camera nodes.  ... 
doi:10.5194/isprsannals-i-4-269-2012 fatcat:6ed6ne3icjhmnldi5idrmhfwbu

Toward Pervasive Smart Camera Networks [chapter]

Bernhard Rinner, Wayne Wolf
2009 Multi-Camera Networks  
In this chapter, we briefly review and classify smart camera platforms and networks into single smart cameras, distributed smart camera systems and wireless smart camera networks.  ...  This new approach has emerged thanks to a confluence of simultaneous advances in four key disciplines: computer vision, image sensors, embedded computing, and sensor networks.  ...  The CITRIC platform has been demonstrated in image compression, single traget tracking via background subtraction and camera localization using multi-target tracking [34] .  ... 
doi:10.1016/b978-0-12-374633-7.00022-7 fatcat:obneeqzkpzccdp2r4y5opjsykm

Literature Survey on Multi-Camera System and Its Application

Adeshina Sirajdin Olagoke, Haidi Ibrahim, Soo Siang Teoh
2020 IEEE Access  
PTZ cameras are configured as a master-slave setup to collaborate, sense and monitor targets in a multi-camera arrangement.  ...  Note, this categorization was based on cameras that are connected to a central node apart from self-calibration that is been used in a distributed network.  ... 
doi:10.1109/access.2020.3024568 fatcat:j4lupf5ftzflbhvubbv7ppvdh4

Self-Organising Zooms for Decentralised Redundancy Management in Visual Sensor Networks

Lukas Esterle, Bernhard Rinner, Peter R. Lewis
2015 2015 IEEE 9th International Conference on Self-Adaptive and Self-Organizing Systems  
In this paper we propose an approach for the self-organisation of redundancy in a distributed visual sensor network, based on decentralised multi-objective online learning using only local information  ...  In an object tracking task, having multiple cameras observe the same area allows for quicker recovery, when a camera fails.  ...  Many single smart cameras are now often connected in distributed smart camera networks [20] .  ... 
doi:10.1109/saso.2015.12 dblp:conf/saso/EsterleRL15 fatcat:eb6dcgbqjncw3oqjpbl2v3ephm

The Management of a Multicamera Tracking System for Videosurveillance by Using an Agent Based Approach [chapter]

Bethel Atohoun, Cina Motame
2011 Video Surveillance  
A second and less explored configuration is based on a network of non-overlapping cameras.  ...  The standard configuration consists in completely covering a scene with a set of cameras with adjacent Fields Of View (FOV).  ...  Global organisation of the distributed multi-camera tracking system Under a surveillance objective, the system has to react in real time and to manage efficiently its distributed sensors' resources.  ... 
doi:10.5772/14623 fatcat:seoqh4pcdfegljfqfwj4eaika4
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