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We propose an effective structured learning based approach to the problem of person re-identification which outperforms the current state-of-the-art on most benchmark data sets evaluated.
Multiresolution gray-scale and rotation invariant texture classification with local binary patterns
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S. Chopra, R. Hadsell, and Y. LeCun · 2005
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L. Yang and R. Jin · 2006
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J. V. Davis, B. Kulis, P. Jain, S. Sra, and I. S. Dhillon · 2007
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A. Frome, Y. Singer, S. Fei, and J. Malik · 2007
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Evaluating appearance models for recognition, reacquisition, and tracking
D. Gray, S. Brennan, and H. Tao · 2007
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A scalable modular convex solver for regularized risk minimization
C. H. Teo, A. Smola, S. V. N. Vishwanathan, and Q. V. Le · 2007
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Shape and appearance context modeling
X. Wang, G. Doretto, T. Sebastian, J. Rittscher, and P. Tu · 2007
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D. Gray and H. Tao · 2008
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Fast solvers and efficient implementations for distance metric learning
K. Q. Weinberger and L. K. Saul · 2008
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Learning discriminative appearance-based models using partial least squares
W. Schwartz and L. Davis · 2009
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Associating groups of people
W. Zheng, S. Gong, and T. Xiang · 2009
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Person re-identification by symmetry-driven accumulation of local features
M. Farenzena, L. Bazzani, A. Perina, V. Murino, and M. Cristani · 2010
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Object detection with discriminatively trained part based models
P. Felzenszwalb, R. Girshick, D. McAllester, and D. Ramanan · 2010
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Person re-identification by efficient imposter-based metric learning
M. Hirzer, P. Roth, and H. Bischof · 2012
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Non-linear metric learning
D. Kedem, S. Tyree, F. Sha, G. R. Lanckriet, and K. Q. Weinberger · 2012
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Large scale metric learning from equivalence constraints
M. Kostinger, M. Hirzer, P. Wohlhart, P. M. Roth, and H. Bischof · 2012
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Imagenet classification with deep convolutional neural networks
A. Krizhevsky, I. Sutskever, and G. E. Hinton · 2012
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Human reidentification with transferred metric learning
W. Li, R. Zhao, and X. Wang · 2012
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Learning locally-adaptive decision functions for person verification
Z. Li, S. Chang, F. Liang, T. S. Huang, L. Cao, and J. R. Smith · 2013
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B. Prosser, W. S. Zheng, S. Gong, T. Xiang, and Q. Mary · 2010
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3DPes: 3D people dataset for surveillance and forensics
D. Baltieri, R. Vezzani, and R. Cucchiara · 2011
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Custom pictorial structures for re-identification
D. S. Cheng, M. Cristani, M. Stoppa, L. Bazzani, and V. Murino · 2011
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Person re-identification by descriptive and discriminative classification
M. Hirzer, C. Beleznai, P. M. Roth, and H. Bischof · 2011
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Optimizing mean reciprocal rank for person re-identification
Y. Wu, M. Mukunoki, T. Funatomi, M. Minoh, and S. Lao · 2011
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A structural svm based approach for optimizing partial auc
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Local fisher discriminant analysis for pedestrian re-identification
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Unsupervised salience learning for person re-identification
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Person Re-Identification
S. Gong, M. Cristani, S. Yan, and C. C. Loy · 2014
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Deepreid: Deep filter pairing neural network for person re-identification
W. Li, R. Zhao, T. Xiao, and X. Wang · 2014
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Mahalanobis distance learning for person re-identification
P. M. Roth, M. Hirzer, M. Köstinger, C. Beleznai, and H. Bischof · 2014
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Person re-identification using kernel-based metric learning methods
F. Xiong, M. Gou, O. Camps, and M. Sznaier · 2014
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Learning mid-level filters for person re-identfiation
R. Zhao, W. Ouyang, and X. Wang · 2014
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