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To help accelerate progress in multi-target, multi-camera tracking systems, we present (i) a new pair of precision-recall measures of performance that treats errors of all types uniformly and emphasizes correct identification over sources of error; (ii) the largest fully-annotated and calibrated data set to date with more than 2 million frames of 1080p, 60fps video taken by 8 cameras observing more than 2,700 identities over 85 minutes; and (iii) a reference software system as a comparison baseline.
Part-based spatio-temporal model for multi-person re-identification
Bedagkar-Gala, A., Shah, S.K.: · 1915
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Correlation clustering
Bansal, N., Blum, A., Chawla, S.: · 2002
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Bridging the gaps between cameras
Makris, D., Ellis, T., Black, J.: · 2004
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A noniterative greedy algorithm for multiframe point correspondence
Shafique, K., Shah, M.: · 2005
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Tracking of multiple, partially occluded humans based on static body part detection
Wu, B., Nevatia, R.: · 2006
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Tracking Objects Across Cameras by Incrementally Learning Inter-camera Colour Calibration and Patterns of Activity
Gilbert, A., Bowden, R.: · 2006
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Detection and tracking of multiple, partially occluded humans by bayesian combination of edgelet based part detectors
Wu, B., Nevatia, R.: · 2007
Earlier work this paper cites.
Multi-layer background subtraction based on color and texture
Yao, J., Odobez, J.M.: · 2007
Earlier work this paper cites.
Evaluating multiple object tracking performance: the CLEAR MOT metrics
Bernardin, K., Stiefelhagen, R.: · 2008
Earlier work this paper cites.
Multi-Camera People Tracking with a Probabilistic Occupancy Map
Fleuret, F., Berclaz, J., Lengagne, R., Fua, P.: · 2008
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Distributed video acquisition and annotation for sport-event summarization
De Vleeschouwer, C., Chen, F., Delannay, D., Parisot, C., Chaudy, C., Martrou, E., Cavallaro, A., et al.: · 2008
Earlier work this paper cites.
Modeling inter-camera space–time and appearance relationships for tracking across non-overlapping views
Javed, O., Shafique, K., Rasheed, Z., Shah, M.: · 2008
Earlier work this paper cites.
Bayesian-competitive consistent labeling for people surveillance
Calderara, S., Cucchiara, R., Prati, A.: · 2008
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Global data association for multi-object tracking using network flows
Zhang, L., Li, Y., Nevatia, R.: · 2008
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A note on the inapproximability of correlation clustering
Tan, J.: · 2008
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An overview of the PETS 2009 challenge
Ferryman, J., Shahrokni, A.: · 2009
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A semi-automatic system for ground truth generation of soccer video sequences
D’Orazio, T., Leo, M., Mosca, N., Spagnolo, P., Mazzeo, P.L.: · 2009
Earlier work this paper cites.
Inter-camera Association of Multi-target Tracks by On-Line Learned Appearance Affinity Models
Kuo, C.H., Huang, C., Nevatia, R.: · 2010
Earlier work this paper cites.
Player localization using multiple static cameras for sports visualization
Hamid, R., Kumar, R., Grundmann, M., Kim, K., Essa, I., Hodgins, J.: · 2010
Earlier work this paper cites.
Object detection with discriminatively trained part-based models
Felzenszwalb, P., Girshick, R., McAllester, D., Ramanan, D.: · 2010
Earlier work this paper cites.
Multiple object tracking using k-shortest paths optimization
Berclaz, J., Fleuret, F., Türetken, E., Fua, P.: · 2011
Earlier work this paper cites.
Adaptive Learning for Target Tracking and True Linking Discovering Across Multiple Non-Overlapping Cameras
Chen, K.W., Lai, C.C., Lee, P.J., Chen, C.S., Hung, Y.P.: · 2011
Cited alongside, same era.
Dynamic subspace-based coordinated multicamera tracking
Ayazoglu, M., Li, B., Dicle, C., Sznaier, M., Camps, O.: · 2011
Cited alongside, same era.
Multiple person re-identification using part based spatio-temporal color appearance model
Bedagkar-Gala, A., Shah, S.: · 2011
Cited alongside, same era.
Custom pictorial structures for re-identification
Cheng, D., Cristani, M., Stoppa, M., Bazzani, L., Murino, V.: · 2011
Cited alongside, same era.
Multiobject tracking as maximum weight independent set
Brendel, W., Amer, M., Todorovic, S.: · 2011
Cited alongside, same era.
Globally-optimal greedy algorithms for tracking a variable number of objects
ECCV workshop on visual surveillance and re-identification
Multi-Camera Object Tracking Challenge: · 2014
Later among the works it cites.
Exploring context information for inter-camera multiple target tracking
Cai, Y., Medioni, G.: · 2014
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Consistent re-identification in a camera network
Das, A., Chakraborty, A., Roy-Chowdhury, A.K.: · 2014
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Saliency weighted features for person re-identification
Martinel, N., Micheloni, C., Foresti, G.L.: · 2014
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Person re-identification by articulated appearance matching
Cheng, D., Cristani, M.: · 2014
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Multiple object tracking by efficient graph partitioning
Kumar, R., Charpiat, G., Thonnat, M.: · 2014
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Pirsiavash, H., Ramanan, D., Fowlkes, C.C.: · 2011
Cited alongside, same era.
Dana36: A multi-camera image dataset for object identification in surveillance scenarios
Per, J., Kenk, V.S., Mandeljc, R., Kristan, M., Kovačič, S.: · 2012
Cited alongside, same era.
Data association for multi-object Tracking-by-Detection in multi-camera networks
Bredereck, M., Jiang, X., Korner, M., Denzler, J.: · 2012
Cited alongside, same era.
Part-based multiple-person tracking with partial occlusion handling
Shu, G., Dehghan, A., Oreifej, O., Hand, E., Shah, M.: · 2012
Cited alongside, same era.
Mp2t: Multiple people multiple parts tracker
Izadinia, H., Saleemi, I., Li, W., Shah, M.: · 2012
Cited alongside, same era.
Multitarget data association with higher-order motion models
Collins, R.T.: · 2012
Cited alongside, same era.
Gmcp-tracker: Global multi-object tracking using generalized minimum clique graphs
Zamir, A., Dehghan, A., Shah, M.: · 2012
Cited alongside, same era.
Multiple target tracking based on undirected hierarchical relation hypergraph
Wen, L., Li, W., Yan, J., Lei, Z., Yi, D., Li, S.Z.: · 2014
Later among the works it cites.
A novel solution for multi-camera object tracking
Chen, W., Cao, L., Chen, X., Huang, K.: · 2014
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An equalised global graphical model-based approach for multi-camera object tracking
Cao, L., Chen, W., Chen, X., Zheng, S., Huang, K.: · 2015
Later among the works it cites.
A Camera Network Tracking (CamNeT) Dataset and Performance Baseline
Zhang, S., Staudt, E., Faltemier, T., Roy-Chowdhury, A.: · 2015
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Ten years of pedestrian detection, what have we learned?
Benenson, R., Omran, M., Hosang, J., Schiele, B.: · 2015
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Motchallenge 2015: Towards a benchmark for multi-target tracking
Leal-Taixé, L., Milan, A., Reid, I., Roth, S., Schindler, K.: · 2015
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Multitarget Tracking in Nonoverlapping Cameras Using a Reference Set
Chen, X., An, L., Bhanu, B.: · 2015
Later among the works it cites.
Tracking multiple interacting targets in a camera network
Zhang, S., Zhu, Y., Roy-Chowdhury, A.: · 2015
Later among the works it cites.
Mapping appearance descriptors on 3d body models for people re-identification
Baltieri, D., Vezzani, R., Cucchiara, R.: · 2015
Later among the works it cites.
On pairwise costs for network flow multi-object tracking
Chari, V., Lacoste-Julien, S., Laptev, I., Sivic, J.: · 2015
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Gmmcp tracker: Globally optimal generalized maximum multi clique problem for multiple object tracking
Dehghan, A., Assari, S.M., Shah, M.: · 2015
Later among the works it cites.
Subgraph decomposition for multi-target tracking
Tang, S., Andres, B., Andriluka, M., Schiele, B.: · 2015
Later among the works it cites.
The solution path algorithm for identity-aware multi-object tracking
Yu, S.I., Meng, D., Zuo, W., Hauptmann, A.: · 2016
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Direction-based stochastic matching for pedestrian recognition in non-overlapping cameras
Chen, X., Huang, K., Tan, T.: · 2068
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