Relevance metric learning for person re-identification by exploiting global similarities

Proceedings - International Conference on Pattern Recognition

Volumn , Issue , 2014, Pages 1657-1662

  Chen, Jiaxin ^a   Zhang, Zhaoxiang ^a   Wang, Yunhong ^a  

^a BEIHANG UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

CONVEX OPTIMIZATION; PATTERN RECOGNITION;

BENCHMARK DATASETS; CONVEX OPTIMIZATION PROBLEMS; MAHALANOBIS DISTANCES; NON-OVERLAPPING CAMERA VIEWS; NONLINEAR MAPPINGS; PAIRWISE CONSTRAINTS; PERSON RE IDENTIFICATIONS; SIMILARITY INFORMATIONS;

LEARNING SYSTEMS;

EID: 84919917417     PISSN: 10514651     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICPR.2014.292     Document Type: Conference Paper

References (25)

1. L. Bazzani, M. Cristani, A. Perina, and V. Murino, "Multiple-shot person re-identification by chromatic and epitomic analyses," Pattern Recognition Letters, vol. 33, no. 7, pp. 898-903, 2012.
2. C.C. Loy, T. Xiang and S. Gong, "Multi-camera activity correlation analysis," in CVPR, pp. 1601-1608, 2009.
3. J. Davis, B. Kulis, P. Jain, S. Sra and I. Dhillon, "Information-theoretic metric learning," in ICML, pp. 209-216, 2007.
4. M. Farenzena, L. Bazzani, A. Perina, V. Nurino and M. Cristani, "Person Re-identification by symmetry-driven accumulation of local features," in CVPR, pp. 2360-2367, 2010.
5. A. Globerson adn S. Roweis, "Metric Learning by collapsing classes," in NIPS, pp.451-458, 2006.
6. G.H. Golub and C.F. Van. Matrix computations. The Johns Hopkins University Press, Baltimore, 1996.
7. D. Gray, S. Brennan, and H. Tao, "Evaluating appearance models for recognition, reascquisition and tracking," in PETS, 2007.
8. W. Hu, M. Hu, x. Zhou, T. Tan, J. Luo and S. Maybank, "Principal axisbased correspondence between multiple cameras for people tracking," TPAMI, pp. 663-671, 2006.
9. O. Javed, K. Shafique and M. Shah, "Appearance modling for tracking in multiple non-overlapping cameras," in CVPR, pp. 26-33, 2005.
10. S. Ji and J. Ye, "An accelerated gradient method for trace norm minimization," in ICML, pp. 457-464, 2009.
11. K. Jungling and M. Arens, "View-invariant person reidentification with an implicit shape model," in AVSS, pp. 197-22, 2011.
12. M. Kostinger, M. Hirzer, P. Wohlhart, P.M. Roth and H. Bischof, "Large Scale Metric Learning from Equivalence Constraints," in CVPR, pp. 2288-2295, 2012.
13. I. Kviatkovsky, A. Adam and E. Rivlin, "Color Invariants for Person Reidentification," TPAMI, pp. 1622-1634, 2013.
14. W. Li and X. Wang, 'Locally Aligned Feature Transforms across Views," in CVPR, pp. 4321-4328, 2013.
15. Z. Li, S. Chang, and F. Liang, "Learning Locally-Adaptive Decision Functions for Person Verification," in CVPR, pp. 3610-3617, 2013.
16. Y. Lu, L. Lin, and W. Zheng, "Human re-identification by matching compositional template with cluster sampling," in ICCV, 2013.
17. A. Mignon and F. Jurie, "PCCA: A New Approach for Distance Learning from Sparse Pairwise Constraints," in CVPR, pp. 2666-2672, 2012.
18. H.V. Nguyen and L. Bai, "Cosine Similarity Metric Learning for Face Verification," in ACCV, pp. 709-720, 2010.
19. S. Pedagadi, S. Velastin and B. Boghossian, "Local Fisher Discriminant Analysis for Pedestrian Re-identification," in CVPR, pp. 3318-3325, 2013.
20. B. Prosser, W. Zheng, S. Gong and T. Xiang, "Person re-identification by support vector ranking," in BMVC, pp.21.1-21.11, 2010.
21. X. Wang, G. Doretto, T. Sebastian, J. Rittscher, and P. Tu, "Shape and appearance context modeling," in ICCV, pp. 1-8, 2007.
22. K.Q. Weinberger and L.K. Saul, "Distance metric learning for large margin nearest neighbor classification," Journal of Machine Learning Research, vol. 10, pp. 207-244, 2009.
23. W. Schwartz and L.S. Davis, "Learning discriminative appearance-based models using partial least squares," in Brazilian Symposium on Computer Graphics and Image Processing, pp. 322-329, 2009.
24. R. Zhao, W. Ouyang and X. Wang, "Unsupervised Salience Learning for Person Re-identification," in CVPR, pp. 4321-4328, 2013.
25. W. Zheng, S. Gong, and T. Xiang, "Reidentification by Relateive Distance Comparison," TPAMI, vol. 35, no. 3, pp. 653-668, 2013