Multichannel-Kernel canonical correlation analysis for cross-view person reidentification

ACM Transactions on Multimedia Computing, Communications and Applications

Volumn 13, Issue 2, 2017, Pages

  Lisanti, Giuseppe ^a   Karaman, Svebor ^b   Masi, Iacopo ^c  

^a UNIVERSITY OF FLORENCE   (Italy)

^b Department of Earth and Environmental Sciences   (United States)

^c University of Southern California   (United States)

Author keywords

KCCA; Late fusion; Person reidentification

Indexed keywords

CAMERAS; ITERATIVE METHODS;

EXPERIMENTAL EVALUATION; KCCA; KERNEL CANONICAL CORRELATION ANALYSIS; LATE FUSION; LOGISTIC REGRESSIONS; MULTI-CAMERA NETWORKS; MULTIPLE FEATURES; PERSON RE IDENTIFICATIONS;

CORRELATION METHODS;

EID: 85015180860     PISSN: 15516857     EISSN: 15516865     Source Type: Journal    
DOI: 10.1145/3038916     Document Type: Article

References (45)

1. Ejaz Ahmed, Michael Jones, and Tim K. Marks. 2015. An improved deep learning architecture for person re-identification. In Proceedings of the Conference on Computer Vision and Pattern Recognition.
2. Le An, Mehran Kafai, Songfan Yang, and Bir Bhanu. 2013. Reference-based person re-identification. In Proceedings of the International Conference on Advanced Video and Signal Based Surveillance.
3. Le An, Mehran Kafai, Songfan Yang, and Bir Bhanu. 2016. Person reidentification with reference descriptor. IEEE Transactions on Circuits and Systems for Video Technology 26, 4, 776-787.
4. Le An, Songfan Yang, and Bir Bhanu. 2015. Person re-identification by robust canonical correlation analysis. IEEE Signal Processing Letters 22, 8, 1103-1107.
5. Apurva Bedagkar-Gala and Shishir K. Shah. 2014. A survey of approaches and trends in person reidentification. Image and Vision Computing 32, 4, 270-286.
6. Dong Seon Cheng, Marco Cristani, Michele Stoppa, Loris Bazzani, and Vittorio Murino. 2011. Custom pictorial structures for re-identification. In Proceedings of the British Machine Vision Conference.
7. Navneet Dalal and Bill Triggs. 2005. Histograms of oriented gradients for human detection. In Proceedings of the Conference on Computer Vision and Pattern Recognition.
8. Raphael Felipe de Carvalho Prates and William Robson Schwartz. 2015. Appearance-based person reidentification by intra-camera discriminative models and rank aggregation. In Proceedings of the International Conference on Biometrics.
9. Gianfranco Doretto, Thomas Sebastian, Peter Tu, and Jens Rittscher. 2011. Appearance-based person reidentification in camera networks: Problem overview and current approaches. Journal of Ambient Intelligence and Humanized Computing 2, 2, 127-151.
10. Michela Farenzena, Loris Bazzani, Alessandro Perina, Vittorio Murino, and Marco Cristani. 2010. Person re-identification by symmetry-driven accumulation of local features. In Proceedings of the Conference on Computer Vision and Pattern Recognition.
11. Douglas Gray and Hai Tao. 2008. Viewpoint invariant pedestrian recognition with an ensemble of localized features. In Proceedings of the European Conference on Computer Vision.
12. Matthieu Guillaumin, Jakob Verbeek, and Cordelia Schmid. 2009. Is that you? Metric learning approaches for face identification. In Proceedings of the International Conference on Computer Vision.
13. David R. Hardoon, Sandor Szedmak, and John Shawe-Taylor. 2004. Canonical correlation analysis: An overview with application to learning methods. Neural Computation 16, 12, 2639-2664.
14. Martin Hirzer, Peter M. Roth, and Horst Bischof. 2012a. Person re-identification by efficient impostor-based metric learning. In Proceedings of the International Conference on Advanced Video and Signal Based Surveillance.
15. Martin Hirzer, Peter M. Roth, Martin Köstinger, and Horst Bischof. 2012b. Relaxed pairwise learned metric for person re-identification. In Proceedings of the European Conference on Computer Vision.
16. Svebor Karaman and Andrew D. Bagdanov. 2012. Identity inference: Generalizing person re-identification scenarios. In Proceedings of the European Conference on Computer Vision Workshops.
17. Svebor Karaman, Giuseppe Lisanti, Andrew D. Bagdanov, and Alberto Del Bimbo. 2014. Leveraging local neighborhood topology for large scale person re-identification. Pattern Recognition 47, 12, 3767-3778.
18. Martin Köstinger, Martin Hirzer, Paul Wohlhart, Peter M. Roth, and Horst Bischof. 2012. Large scale metric learning from equivalence constraints. In Proceedings of the Conference on Computer Vision and Pattern Recognition.
19. Wei Li and Xiaogang Wang. 2013. Locally aligned feature transforms across views. In Proceedings of the Conference on Computer Vision and Pattern Recognition.
20. Wei Li, Rui Zhao, and Xiaogang Wang. 2013. Human reidentification with transferred metric learning. In Proceedings of the Asian Conference on Computer Vision.
21. Wei Li, Rui Zhao, Tong Xiao, and Xiaogang Wang. 2014. DeepReID: Deep filter pairing neural network for person re-identification. In Proceedings of the Conference on Computer Vision and Pattern Recognition.
22. Shengcai Liao, Yang Hu, Xiangyu Zhu, and Stan Z. Li. 2015. Person re-identification by local maximal occurrence representation and metric learning. In Proceedings of the Conference on Computer Vision and Pattern Recognition.
23. Giuseppe Lisanti, Iacopo Masi,AndrewD. Bagdanov, andAlberto DelBimbo. 2015. Person re-identification by iterative re-weighted sparse ranking. IEEE Transactions on Pattern Analysis and Machine Intelligence 37, 8, 1629-1642.
24. Giuseppe Lisanti, Iacopo Masi, and Alberto Del Bimbo. 2014. Matching people across camera views using kernel canonical correlation analysis. In Proceedings of the ACM/IEEE International Conference on Distributed Smart Cameras.
25. Hao Liu, Meibin Qi, and Jianguo Jiang. 2015a. Kernelized relaxed margin components analysis for person re-identification. IEEE Signal Processing Letters 22, 7, 910-914.
26. Xiaokai Liu, Hongyu Wang, Yi Wu, Jimei Yang, and Ming-Hsuan Yang. 2015b. An ensemble color model for human re-identification. In Proceedings of the Winter Conference on Applications of Computer Vision.
27. T. Ojala, M. Pietikainen, and T. Maenpaa. 2002. Multiresolution gray-scale and rotation invariant texture classification with local binary patterns. IEEE Transactions on Pattern Analysis and Machine Intelligence 24, 7, 971-987.
28. Sakrapee Paisitkriangkrai, Chunhua Shen, and Anton van den Hengel. 2015. Learning to rank in person reidentification with metric ensembles. In Proceedings of the Conference on Computer Vision and Pattern Recognition.
29. Bryan Prosser, Wei-Shi Zheng, Shaogang Gong, and Tao Xiang. 2010. Person re-identification by support vector ranking. In Proceedings of the British Machine Vision Conference.
30. Ali Rahimi and Benjamin Recht. 2007. Random features for large-scale kernel machines. In Proceedings of the Conference on Neural Information Processing Systems.
31. Peter M. Roth, Martin Hirzer, Martin Koestinger, Csaba Beleznai, and Horst Bischof. 2014. Mahalanobis distance learning for person re-identification. In Person Re-Identification, S. Gong,M. Cristani, S. Yan, and C. C. Loy (Eds.). Springer, London, UK, 247-267.
32. Yang Shen, Weiyao Lin, Junchi Yan, Mingliang Xu, Jianxin Wu, and Jingdong Wang. 2015. Person reidentification with correspondence structure learning. In Proceedings of the International Conference on Computer Vision.
33. Zhiyuan Shi, Timothy M. Hospedales, and Tao Xiang. 2015. Transferring a semantic representation for person re-identification and search. In Proceedings of the Conference on Computer Vision and Pattern Recognition.
34. Yaniv Taigman, Ming Yang, Marc'Aurelio Ranzato, and Lior Wolf. 2014. DeepFace: Closing the gap to humanlevel performance in face verification. In Proceedings of the Conference on Computer Vision and Pattern Recognition.
35. Roberto Vezzani, Davide Baltieri, and Rita Cucchiara. 2013. People reidentification in surveillance and forensics: A survey. ACM Computing Surveys 46, 2, 29:1-29:37.
36. Jin Wang, Nong Sang, Zheng Wang, and Changxin Gao. 2016. Similarity learning with top-heavy ranking loss for person re-identification. IEEE Signal Processing Letters 23, 1, 84-88.
37. Weiran Wang and Karen Livescu. 2016. Large-scale approximate kernel canonical correlation analysis. In Proceedings of the International Conference on Learning Representations.
38. Kilian Q. Weinberger and Lawrence K. Saul. 2009. Distance metric learning for large margin nearest neighbor classification. Journal of Machine Learning Research 10, 207-244.
39. Fei Xiong, Mengran Gou, Octavia Camps, and Mario Sznaier. 2014. Person re-identification using kernelbased metric learning methods. In Proceedings of the European Conference on Computer Vision.
40. Yang Yang, Jimei Yang, Junjie Yan, Shengcai Liao, Dong Yi, and Stan Z. Li. 2014. Salient color names for person re-identification. In Proceedings of the European Conference on Computer Vision.
41. Dong Yi, Zhen Lei, and Stan Z. Li. 2014a. Deep metric learning for person re-identification. In Proceedings of the International Conference on Pattern Recognition.
42. Dong Yi, Zhen Lei, and Stan Z. Li. 2014b. Deep metric learning for practical person re-identification. arXiv:1407.4979.
43. Rui Zhao, Wanli Ouyang, and Xiaogang Wang. 2013a. Person re-identification by salience matching. In Proceedings of the International Conference on Computer Vision.
44. Rui Zhao, Wanli Ouyang, and Xiaogang Wang. 2013b. Unsupervised salience learning for person reidentification. In Proceedings of the Conference on Computer Vision and Pattern Recognition.
45. Rui Zhao, Wanli Ouyang, and Xiaogang Wang. 2014. Learning mid-level filters for person re-identification. In Proceedings of the Conference on Computer Vision and Pattern Recognition.