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Traditional multiple object tracking methods divide the task into two parts: affinity learning and data association.
The Hungarian method for the assignment problem
H. W. Kuhn · 1955
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Long short-term memory
S. Hochreiter and J. Schmidhuber · 1997
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Multiple hypothesis tracking for multiple target tracking
S. S. Blackman · 2004
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Robust object tracking by hierarchical association of detection responses
C. Huang, B. Wu, and R. Nevatia · 2008
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Global data association for multi-object tracking using network flows
L. Zhang, Y. Li, and R. Nevatia · 2008
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Robust tracking-by-detection using a detector confidence particle filter
M. D. Breitenstein, F. Reichlin, B. Leibe, E. Koller-Meier, and L. Van Gool · 2009
Earlier work this paper cites.
Multi-object tracking through occlusions by local tracklets filtering and global tracklets association with detection responses
J. Xing, H. Ai, and S. Lao · 2009
Earlier work this paper cites.
Object detection with discriminatively trained part-based models
P. F. Felzenszwalb, R. B. Girshick, D. McAllester, and D. Ramanan · 2010
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Multiobject tracking as maximum weight independent set
W. Brendel, M. Amer, and S. Todorovic · 2011
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Real-time multi-person tracking with detector assisted structure propagation
D. Mitzel and B. Leibe · 2011
Earlier work this paper cites.
Globally-optimal greedy algorithms for tracking a variable number of objects
H. Pirsiavash, D. Ramanan, and C. C. Fowlkes · 2011
Earlier work this paper cites.
Data-driven crowd analysis in videos
M. Rodriguez, J. Sivic, I. Laptev, and J.-Y. Audibert · 2011
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Multitarget data association with higher-order motion models
R. T. Collins · 2012
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GMCP-Tracker: Global multi-object tracking using generalized minimum clique graphs
A. R. Zamir, A. Dehghan, and M. Shah · 2012
Cited alongside, same era.
Multi-target tracking by lagrangian relaxation to min-cost network flow
A. A. Butt and R. T. Collins · 2013
Cited alongside, same era.
Adam: A method for stochastic optimization
D. P. Kingma and J. Ba · 2014
Cited alongside, same era.
Multiple object tracking: A literature review
W. Luo, J. Xing, X. Zhang, X. Zhao, and T.-K. Kim · 2014
Cited alongside, same era.
MXNet: A flexible and efficient machine learning library for heterogeneous distributed systems
T. Chen, M. Li, Y. Li, M. Lin, N. Wang, M. Wang, T. Xiao, B. Xu, C. Zhang, and Z. Zhang · 2015
Cited alongside, same era.
CVXPY: A python-embedded modeling language for convex optimization
S. Diamond and S. Boyd · 2016
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Deep residual learning for image recognition
K. He, X. Zhang, S. Ren, and J. Sun · 2016
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Learning by tracking: Siamese CNN for robust target association
L. Leal-Taixé, C. Canton-Ferrer, and K. Schindler · 2016
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MOT16: A benchmark for multi-object tracking
A. Milan, L. Leal-Taixé, I. Reid, S. Roth, and K. Schindler · 2016
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Multi-person tracking by multicut and deep matching
S. Tang, B. Andres, M. Andriluka, and B. Schiele · 2016
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Beyond triplet loss: a deep quadruplet network for person re-identification
W. Chen, X. Chen, J. Zhang, and K. Huang · 2017
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Near-online multi-target tracking with aggregated local flow descriptor
W. Choi · 2015
Cited alongside, same era.
GMMCP tracker: Globally optimal generalized maximum multi clique problem for multiple object tracking
A. Dehghan, S. Modiri Assari, and M. Shah · 2015
Cited alongside, same era.
Target identity-aware network flow for online multiple target tracking
A. Dehghan, Y. Tian, P. H. Torr, and M. Shah · 2015
Cited alongside, same era.
Multiple hypothesis tracking revisited
C. Kim, F. Li, A. Ciptadi, and J. M. Rehg · 2015
Cited alongside, same era.
Faster R-CNN: Towards real-time object detection with region proposal networks
S. Ren, K. He, R. Girshick, and J. Sun · 2015
Cited alongside, same era.
FaceNet: A unified embedding for face recognition and clustering
F. Schroff, D. Kalenichenko, and J. Philbin · 2015
Cited alongside, same era.
Subgraph decomposition for multi-target tracking
S. Tang, B. Andres, M. Andriluka, and B. Schiele · 2015
Cited alongside, same era.
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Improvements to Frank-Wolfe optimization for multi-detector multi-object tracking
R. Henschel, L. Leal-Taixé, D. Cremers, and B. Rosenhahn · 2017
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Tracking the untrackable: Learning to track multiple cues with long-term dependencies
A. Sadeghian, A. Alahi, and S. Savarese · 2017
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Deep network flow for multi-object tracking
S. Schulter, P. Vernaza, W. Choi, and M. Chandraker · 2017
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Multi-object tracking with quadruplet convolutional neural networks
J. Son, M. Baek, M. Cho, and B. Han · 2017
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Multiple people tracking by lifted multicut and person re-identification
S. Tang, M. Andriluka, B. Andres, and B. Schiele · 2017
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Tracklet association by online target-specific metric learning and coherent dynamics estimation
B. Wang, G. Wang, K. L. Chan, and L. Wang · 2017
Later among the works it cites.