Unsupervised adaptive re-identification in open world dynamic camera networks

Proceedings - 30th IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2017

Volumn 2017-January, Issue , 2017, Pages 1377-1386

  Panda, Rameswar ^a   Bhuiyan, Amran ^b   Murino, Vittorio ^b   Roy Chowdhury, Amit K ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

^b ISTITUTO ITALIANO DI TECNOLOGIA   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTER VISION; INFERENCE ENGINES; PATTERN RECOGNITION;

BENCHMARK DATASETS; FEATURE REPRESENTATION; INFERENCE ALGORITHM; PERSON RE IDENTIFICATIONS; PRACTICAL PROBLEMS; RE IDENTIFICATIONS; STATE OF THE ART; UNSUPERVISED ADAPTATION;

CAMERAS;

EID: 85041903552     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CVPR.2017.151     Document Type: Conference Paper

References (77)

1. E. Ahmed, M. Jones, and T. K. Marks. An improved deep learning architecture for person re-identification. In CVPR, 2015.
2. T. Avraham, I. Gurvich, M. Lindenbaum, and S. Markovitch. Learning implicit transfer for person re-identification. In ECCV, 2012.
3. L. Bazzani, M. Cristani, and V. Murino. Symmetry-driven accumulation of local features for human characterization and re-identification. CVIU, 2013.
4. A. Bendale and T. Boult. Towards open world recognition. In CVPR, 2015.
5. A. Bhuiyan, A. Perina, and V. Murino. Person reidentification by discriminatively selecting parts and features. In ECCV, 2014.
6. A. Bhuiyan, A. Perina, and V. Murino. Exploiting multiple detections to learn robust brightness transfer functions in reidentification systems. In ICIP, 2015.
7. A. Bialkowski, S. Denman, S. Sridharan, C. Fookes, and P. Lucey. A database for person re-identification in multicamera surveillance networks. In DICTA, 2012.
8. O. Camps, M. Gou, T. Hebble, S. Karanam, O. Lehmann, Y. Li, R. Radke, Z. Wu, and F. Xiong. From the lab to the real world: Re-identification in an airport camera network. TCSVT, 2016.
9. A. Chakraborty, A. Das, and A. K. Roy-Chowdhury. Network consistent data association. TPAMI, 2016.
10. D. Cheng, Y. Gong, S. Zhou, J. Wang, and N. Zheng. Person re-identification by multi-channel parts-based cnn with improved triplet loss function. In CVPR, 2016.
11. D. S. Cheng, M. Cristani, M. Stoppa, L. Bazzani, and V. Murino. Custom pictorial structures for re-identification. In BMVC, 2011.
12. A. Das, A. Chakraborty, and A. K. Roy-Chowdhury. Consistent re-identification in a camera network. In ECCV, 2014.
13. A. Das, R. Panda, and A. Roy-Chowdhury. Active image pair selection for continuous person re-identification. In ICIP, 2015.
14. A. Das, R. Panda, and A. K. Roy-Chowdhury. Continuous adaptation of multi-camera person identification models through sparse non-redundant representative selection. CVIU, 2017.
15. H. Daumé III. Frustratingly easy domain adaptation. arXiv preprint arXiv:0907.1815, 2009.
16. J. Garcia, N. Martinel, C. Micheloni, and A. Gardel. Person re-identification ranking optimisation by discriminant context information analysis. In ICCV, 2015.
17. P. Geladi and B. R. Kowalski. Partial least-squares regression: a tutorial. Analytica chimica acta, 1986.
18. B. Gong, Y. Shi, F. Sha, and K. Grauman. Geodesic flow kernel for unsupervised domain adaptation. In CVPR, 2012.
19. R. Gopalan, R. Li, and R. Chellappa. Domain adaptation for object recognition: An unsupervised approach. In ICCV, 2011.
20. D. Gray and H. Tao. Viewpoint invariant pedestrian recognition with an ensemble of localized features. In ECCV, 2008.
21. M. Guillaumin, J. Verbeek, and C. Schmid. Is that you? metric learning approaches for face identification. In ICCV, 2009.
22. M. Hirzer, C. Beleznai, P. M. Roth, and H. Bischof. Person re-identification by descriptive and discriminative classification. In Scandinavian conference on Image analysis, 2011.
23. M. Hirzer, P. M. Roth, M. Kostinger, and H. Bischof. Relaxed pairwise learned metric for person re-identification. In ECCV, 2012.
24. L. Jie, T. Tommasi, and B. Caputo. Multiclass transfer learning from unconstrained priors. In ICCV, 2011.
25. S. Karanam, M. Gou, Z. Wu, A. Rates-Borras, O. Camps, and R. J. Radke. A comprehensive evaluation and benchmark for person re-identification: Features, metrics, and datasets. arXiv preprint arXiv:1605.09653, 2016.
26. S. Karanam, Y. Li, and R. J. Radke. Person re-identification with discriminatively trained viewpoint invariant dictionaries. In ICCV, 2015.
27. Y. Kawanishi, Y Wu, M. Mukunoki, and M. Minoh. Shin-puhkan2014: A multi-camera pedestrian dataset for tracking people across multiple cameras. In 20th Korea-Japan Joint Workshop on Frontiers of Computer Vision, 2014.
28. 1. graph learning. In ECCV, 2016.
29. E. Kodirov, T. Xiang, and S. Gong. Dictionary learning with iterative laplacian regularisation for unsupervised person reidentification. In BMVC, 2015.
30. M. Kostinger, M. Hirzer, P. Wohlhart, P. M. Roth, and H. Bischof. Large scale metric learning from equivalence constraints. In CVPR, 2012.
31. G. Kou, D. Ergu, and J. Shang. Enhancing data consistency in decision matrix: Adapting hadamard model to mitigate judgment contradiction. European Journal of Operational Research, 2014.
32. B. Kulis, K. Saenko, and T. Darrell. What you saw is not what you get: Domain adaptation using asymmetric kernel transforms. In CVPR, 2011.
33. W. Li and X. Wang. Locally aligned feature transforms across views. In CVPR, 2013.
34. W. Li, R. Zhao, and X. Wang. Human reidentification with transferred metric learning. In ACCV, 2012.
35. W. Li, R. Zhao, T. Xiao, and X. Wang. Deepreid: Deep filter pairing neural network for person re-identification. In CVPR, 2014.
36. Z. Li, S. Chang, F Liang, T. S. Huang, L. Cao, and J. R. Smith. Learning locally-adaptive decision functions for person verification. In CVPR, 2013.
37. S. Liao, Y Hu, X. Zhu, and S. Z. Li. Person re-identification by local maximal occurrence representation and metric learning. In CVPR, 2015.
38. S. Liao and S. Z. Li. Efficient psd constrained asymmetric metric learning for person re-identification. In ICCV, 2015.
39. G. Lisanti, I. Masi, A. D. Bagdanov, and A. Del Bimbo. Person re-identification by iterative re-weighted sparse ranking. TPAMI, 2015.
40. C. Liu, C. Change Loy, S. Gong, and G. Wang. Pop: Person re-identification post-rank optimisation. In ICCV, 2013.
41. C. Liu, S. Gong, and C. C. Loy. On-the-fly feature importance mining for person re-identification. PR, 2014.
42. C. Liu, S. Gong, C. C. Loy, and X. Lin. Person reidentification: What features are important? In ECCV, 2012.
43. J. Liu, Z.-J. Zha, Q. Tian, D. Liu, T. Yao, Q. Ling, and T. Mei. Multi-scale triplet cnn for person re-identification. In MM, 2016.
44. X. Liu, M. Song, D. Tao, X. Zhou, C. Chen, and J. Bu. Semi-supervised coupled dictionary learning for person reidentification. In CVPR, 2014.
45. A. J. Ma, J. Li, P. C. Yuen, and P. Li. Cross-domain person reidentification using domain adaptation ranking svms. TIP, 2015.
46. B. Ma, Y. Su, and F. Jurie. Bicov: a novel image representation for person re-identification and face verification. In BMVC, 2012.
47. B. Ma, Y. Su, and F. Jurie. Local descriptors encoded by fisher vectors for person re-identification. In ECCV, 2012.
48. Z. Ma, Y. Yang, F. Nie, N. Sebe, S. Yan, and A. G. Hauptmann. Harnessing lab knowledge for real-world action recognition. IJCV, 2014.
49. N. Martinel, A. Das, C. Micheloni, and A. K. Roy-Chowdhury. Re-identification in the function space of feature warps. TPAMI, 2015.
50. N. Martinel, A. Das, C. Micheloni, and A. K. Roy-Chowdhury. Temporal model adaptation for person reidentification. In ECCV, 2016.
51. N. Martinel and C. Micheloni. Re-identify people in wide area camera network. In CVPRW, 2012.
52. S. Paisitkriangkrai, C. Shen, and A. van den Hengel. Learning to rank in person re-identification with metric ensembles. In CVPR, 2015.
53. S. Pedagadi, J. Orwell, S. Velastin, and B. Boghossian. Local fisher discriminant analysis for pedestrian re-identification. In CVPR, 2013.
54. J. M. Phillips and S. Venkatasubramanian. A gentle introduction to the kernel distance. arXiv preprint arXiv:1103.1625, 2011.
55. A. K. Roy-Chowdhury and B. Song. Camera networks: The acquisition and analysis of videos over wide areas. Synthesis Lectures on Computer Vision, 2012.
56. K. Saenko, B. Kulis, M. Fritz, and T. Darrell. Adapting visual category models to new domains. In ECCV, 2010.
57. W. R. Schwartz, A. Kembhavi, D. Harwood, and L. S. Davis. Human detection using partial least squares analysis. In ICCV, 2009.
58. D. Tao, L. Jin, Y. Wang, Y. Yuan, and X. Li. Person reidentification by regularized smoothing kiss metric learning. TCSVT, 2013.
59. R. Vezzani, D. Baltieri, and R. Cucchiara. People reidentification in surveillance and forensics: A survey. ACM Computing Surveys, 2013.
60. H. Wang, S. Gong, X. Zhu, and T. Xiang. Human-in-the-loop person re-identification. In ECCV, 2016.
61. T. Wang, S. Gong, X. Zhu, and S. Wang. Person reidentification by discriminative selection in video ranking. TPAMI, 2016.
62. X. Wang, W.-S. Zheng, X. Li, and J. Zhang. Cross-scenario transfer person re-identification. TCSVT, 2015.
63. L. Wu, C. Shen, and A. v. d. Hengel. Personnet: Person re-identification with deep convolutional neural networks. arXiv preprint arXiv:1601.07255, 2016.
64. Z. Wu, Y. Li, and R. J. R Radke. Viewpoint invariant human re-identification in camera networks using pose priors and subject-discriminative features. TPAMI, 2016.
65. T. Xiao, H. Li, W. Ouyang, and X. Wang. Learning deep feature representations with domain guided dropout for person re-identification. arXiv preprint arXiv:1604.07528, 2016.
66. T. Xiao, S. Li, B. Wang, L. Lin, and X. Wang. End-to-end deep learning for person search. arXiv preprint arXiv:1604.01850, 2016.
67. F. Xiong, M. Gou, O. Camps, and M. Sznaier. Person reidentification using kernel-based metric learning methods. In ECCV, 2014.
68. Y. Yan, B. Ni, Z. Song, C. Ma, Y. Yan, and X. Yang. Person re-identification via recurrent feature aggregation. In ECCV, 2016.
69. Y. Yang, Z. Ma, Z. Xu, S. Yan, and A. G. Hauptmann. How related exemplars help complex event detection in web videos? In ICCV, 2013.
70. D. Yi, Z. Lei, S. Liao, S. Z. Li, et al. Deep metric learning for person re-identification. In ICPR, 2014.
71. R. Zhao, W. Ouyang, and X. Wang. Unsupervised salience learning for person re-identification. In CVPR, 2013.
72. R. Zhao, W. Ouyang, and X. Wang. Learning mid-level filters for person re-identification. In CVPR, 2014.
73. L. Zheng, L. Shen, L. Tian, S. Wang, J. Wang, and Q. Tian. Scalable person re-identification: A benchmark. In ICCV, 2015.
74. L. Zheng, Y. Yang, and A. G. Hauptmann. Person reidentification: Past, present and future. arXiv preprint arXiv:1610.02984, 2016.
75. W.-S. Zheng, S. Gong, and T. Xiang. Transfer reidentification: From person to set-based verification. In CVPR, 2012.
76. W.-S. Zheng, S. Gong, and T. Xiang. Reidentification by relative distance comparison. TPAMI, 2013.
77. W.-S. Zheng, S. Gong, and T. Xiang. Towards open-world person re-identification by one-shot group-based verification. TPAMI, 2016.