Mahalanobis distance learning for person re-identification

Advances in Computer Vision and Pattern Recognition

Volumn 56, Issue , 2014, Pages 247-267

  Roth, Peter M ^a   Hirzer, Martin ^a   Köstinger, Martin ^a   Beleznai, Csaba ^b   Bischof, Horst ^a  

^a GRAZ UNIVERSITY OF TECHNOLOGY   (Austria)

^b AIT AUSTRIAN INSTITUTE OF TECHNOLOGY   (Austria)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 84986223758     PISSN: 21916586     EISSN: 21916594     Source Type: Book Series    
DOI: 10.1007/978-1-4471-6296-4_12     Document Type: Chapter

References (31)

1. Alipanahi, B., Biggs, M., Ghodsi, A.: Distance metric learning vs. fisher discriminant analysis. Proceedings of the AAAI Conference on Artificial Intelligence (2008)
2. Avraham, T., Gurvich, I., Lindenbaum, M., Markovitch, S.: Learning implicit transfer for person re-identification. In: Proceedings of the ECCV Workshop on Re-Identification (2012)
3. Bak, S., Corvee, E., Brémond, F., Thonnat, M.: Person re-idendification using Haar-based and DCD-based signature. In: Workshop on Activity Monitoring by Multi-Camera Surveillance Systems (2010)
4. Bazzani, L., Cristani, M., Murino, V.: Symmetry-driven accumulation of local features for human characterization and re-identification. Comput. Vision Image Underst. 117(2), 130–144 (2013)
5. Burer, S., Monteiro, R.: A nonlinear programming algorithm for solving semidefinite programs via low-rank factorization. Math. Program. 95(2), 329–357 (2003)
6. Cheng, D.S., Cristani, M., Stoppa, M., Bazzani, L., Murino, V.: Custom pictorial structures for re-identification. In: Proceedings of the British Machine Vision Conference (2011)
7. Davis, J.V., Kulis, B., Jain, P., Sra, S., Dhillon, I.S.: Information-theoretic metric learning. In: Proceedings of the Int’l Conference on Machine Learning (2007)
8. Dikmen, M., Akbas, E., Huang, T.S., Ahuja, N.: Pedestrian recognition with a learned metric. In: Proceedings of the Asian Conference on Computer Vision (2010)
9. Ess, A., Leibe, B., Gool, L.V.: Depth and appearance formobile scene analysis. In: Proceedings of the IEEE Int’l Conference on Computer Vision (2007)
10. Fisher, R.A.: The use of multiple measurements in taxonomic problems. Ann. Eugenics 7, 179–188 (1936)
11. Gheissari, N., Sebastian, T.B., Hartley, R.: Person reidentification using spatiotemporal appearance. In: Proceedings of the IEEE Conference on Computer Vision and, Pattern Recognition (2006)
12. Ghodsi, A., Wilkinson, D.F., Southey, F.: Improving embeddings by flexible exploitation of side information. In: Proceedings of the Int’l Joint Conference on, Artificial Intelligence (2007)
13. Gray, D., Brennan, S., Tao, H.: Evaluating appearance models for recognition, reacquisition, and tracking. In: Proceedings of the IEEE Workshop on Performance Evaluation of Tracking and Surveillance (2007)
14. Gray, D., Tao, H.: Viewpoint invariant pedestrian recognition with an ensemble of localized features. In: Proceedings of the European Conference on Computer Vision (2008)
15. Guillaumin, M., Verbeek, J., Schmid, C.: Is that you? Metric learning approaches for face identification. In: Proceedings of the IEEE Int’l Conference on Computer Vision (2009)
16. Hirzer, M., Beleznai, C., Roth, P.M., Bischof, H.: Person re-identification by descriptive and discriminative classification. In: Proceedings of the Scandinavian Conference on Image, Analysis (2011)
17. Hirzer, M., Roth, P.M., Bischof, H.: Person re-identification by efficient imposter-based metric learning. In: Proceedings of the IEEE Int’l Conference on Advanced Video and Signal-Based Surveillance (2012)
18. Hirzer, M., Roth, P.M., Köstinger, M., Bischof, H.: Relaxed pairwise learned metric for person re-identification. In: Proceedings of the European Conference on Computer Vision (2012)
19. Journée, M., Bach, F., Absil, P.A., Sepulchre, R.: Low-rank optimization of the cone of positive semidefinite matrices. SIAM J. Optim. 20(5), 2327–2351 (2010)
20. Köstinger, M., Hirzer, M., Wohlhart, P., Roth, P.M., Bischof, H.: Large scale metric learning from equivalence constraints. In: Proceedings of the IEEE Conference on Computer Vision and, Pattern Recognition (2012)
21. Li, W., Zhao, R., Wang, X.: Human reidentification with transferred metric learning. In: Proceedings of the Asian Conference on Computer Vision (2012)
22. Lin, Z., Davis, L.S.: Learning pairwise dissimilarity profiles for appearance recognition in visual surveillance. In: Advances Int’l Visual Computing, Symposium (2008)
23. Loog, M., Duin, R.P.W., Haeb-Umbach, R.: Multiclass linear dimension reduction by weighted pairwise fisher criteria. IEEE Trans. Pattern Anal. Mach. Intell. 23(7), 762–766 (2001)
24. Mignon, A., Jurie, F.: PCCA: A new approach for distance learning from sparse pairwise constraints. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (2012)
25. Porikli, F.: Inter-camera color calibration by correlation model function. In: Proceedings of the Int’l Conference on Image Processing (2003)
26. Prosser, B., Zheng, W.S., Gong, S., Xiang, T.: Person re-identification by support vector ranking. In: Proceedings of the British Machine Vision Conference (2010)
27. Rahimi, A., Dunagan, B., Darrell, T.: Simultaneous calibration and tracking with a network of non-overlapping sensors. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (2004)
28. Schwartz, W.R., Davis, L.S.: Learning discriminative appearance-based models using partial least squares. In: Proceedings of the Brazilian Symposium on, Computer Graphics and Image Processing (2009)
29. Wang, X., Doretto, G., Sebastian, T.B., Rittscher, J., Tu, P.H.: Shape and appearance context modeling. In: Proceedings of the IEEE Int’l Conference on Computer Vision (2007)
30. Weinberger, K.Q., Saul, L.K.: Fast solvers and efficient implementations for distance metric learning. In: Proceedings of the Int’l Conference on, Machine Learning (2008)
31. Zheng, W.S., Gong, S., Xiang, T.: Reidentification by relative distance comparison. IEEE Trans Pattern Anal. Mach. Intell. 35(3), 653–668 (2013)