Cross dataset person Re-identification

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 9010, Issue , 2015, Pages 650-664

  Hu, Yang ^a   Yi, Dong ^a   Liao, Shengcai ^a   Lei, Zhen ^a   Li, Stan Z ^a  

^a INSTITUTE OF AUTOMATION   (China)

Author keywords

[No Author keywords available]

Indexed keywords

NEURAL NETWORKS;

CONVOLUTIONAL NEURAL NETWORK; COSINE METRIC; DEEP LEARNING; PERSON RE IDENTIFICATIONS; TESTING DATA; TRAINING DATA; TRAINING SETS;

COMPUTER VISION;

EID: 84942523759     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-319-16634-6_47     Document Type: Conference Paper

References (36)

1. Taigman, Y., Yang, M., Ranzato, M., Wolf, L.: DeepFace: closing the gap to humanlevel performance in face verification. In: Conference on Computer Vision and Pattern Recognition (CVPR)
2. Krizhevsky, A., Sutskever, I., Hinton, G.E.: Imagenet classification with deep convolutional neural networks. In: NIPS, pp. 1106–1114 (2012)
3. Kawanishi, Y., Wu, Y., Mukunoki, M., Minoh, M.: Shinpuhkan 2014: A multicamera pedestrian dataset for tracking people across multiple cameras. In: Proceedings of the 20th Korea-Japan Joint Workshop on Frontiers of Computer Vision (FCV) (2014)
4. Li, W., Zhao, R., Wang, X.: Human reidentification with transferred metric learning. In: Lee, K.M., Matsushita, Y., Rehg, J.M., Hu, Z. (eds.) ACCV 2012, Part I. LNCS, vol. 7724, pp. 31–44. Springer, Heidelberg (2013)
5. Li, W., Wang, X.: Locally aligned feature transforms across views. In: CVPR, pp. 3594–3601 (2013)
6. Weinberger, K., Blitzer, J., Saul, L.: Distance metric learning for large margin nearest neighbor classification. Adv. Neural Inf. Process. Syst. 18, 1473 (2006)
7. Dikmen, M., Akbas, E., Huang, T.S., Ahuja, N.: Pedestrian recognition with a learned metric. In: Kimmel, R., Klette, R., Sugimoto, A. (eds.) ACCV 2010, Part IV. LNCS, vol. 6495, pp. 501–512. Springer, Heidelberg (2011)
8. Davis, J.V., Kulis, B., Jain, P., Sra, S., Dhillon, I.S.: Information-theoretic metric learning. In: Proceedings of the 24th International Conference on Machine Learning, pp. 209–216, ACM (2007)
9. Zheng, W.S., Gong, S., Xiang, T.: Person re-identification by probabilistic relative distance comparison. In: CVPR, pp. 649–656 (2011)
10. Kostinger, M., Hirzer, M.,Wohlhart, P., Roth, P.M., Bischof, H.: Large scale metric learning from equivalence constraints. In: 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 2288–2295. IEEE (2012)
11. Li, Z., Chang, S., Liang, F., Huang, T.S., Cao, L., Smith, J.R.: Learning locallyadaptive decision functions for person verification. In: 2013 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 3610–3617. IEEE (2013)
12. Guillaumin, M., Verbeek, J., Schmid, C.: Is that you? metric learning approaches for face identification. In: 2009 IEEE 12th International Conference on Computer Vision, pp. 498–505. IEEE (2009)
13. Gong, S., Cristani, M., Yan, S., Loy, C.C.: Person Re-identification. Springer, London (2014)
14. Hu, Y., Liao, S., Lei, Z., Yi, D., Li, S.Z.: Exploring structural information and fusing multiple features for person re-identification. In: 2013 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). pp. 794–799, IEEE (2013)
15. Gheissari, N., Sebastian, T.B., Hartley, R.: Person reidentification using spatiotemporal appearance. In: CVPR, vol. 2, pp. 1528–1535 (2006)
16. Hamdoun, O., Moutarde, F., Stanciulescu, B., Steux, B.: Person re-identification in multi-camera system by signature based on interest point descriptors collected on short video sequences. In: ICDSC, pp. 1–6 (2008)
17. Wang, X., Doretto, G., Sebastian, T., Rittscher, J., Tu, P.H.: Shape and appearance context modeling. In: ICCV, pp. 1–8 (2007)
18. Farenzena, M., Bazzani, L., Perina, A., Murino, V., Cristani, M.: Person reidentification by symmetry-driven accumulation of local features. In: CVPR, pp. 2360–2367 (2010)
19. Ma, B., Su, Y., Jurie, F.: Local descriptors encoded by fisher vectors for person re-identification. In: Fusiello, A., Murino, V., Cucchiara, R. (eds.) ECCV 2012 Ws/Demos, Part I. LNCS, vol. 7583, pp. 413–422. Springer, Heidelberg (2012)
20. Cheng, D.S., Cristani, M., Stoppa, M., Bazzani, L., Murino, V.: Custom pictorial structures for re-identification. In: BMVC, vol. 2, p. 6 (2011)
21. Zhao, R., Ouyang, W., Wang, X.: Unsupervised salience learning for person reidentification. In: 2013 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 3586–3593. IEEE (2013)
22. Zhao, R., Ouyang, W., Wang, X.: Person re-identification by salience matching. In: ICCV (2013)
23. Liu, Y., Shao, Y., Sun, F.: Person re-identification based on visual saliency. In: 2012 12th International Conference on Intelligent Systems Design and Applications (ISDA), pp. 884–889. IEEE (2012)
24. Gray, D., Tao, H.: Viewpoint invariant pedestrian recognition with an ensemble of localized features. In: Forsyth, D., Torr, P., Zisserman, A. (eds.) ECCV 2008, Part I. LNCS, vol. 5302, pp. 262–275. Springer, Heidelberg (2008)
25. Prosser, B., Zheng, W.S., Gong, S., Xiang, T., Mary, Q.: Person re-identification by support vector ranking. In: BMVC, vol. 1, p. 5 (2010)
26. Li, W., Wang, X.: Locally aligned feature transforms across views. In: 2013 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 3594–3601. IEEE (2013)
27. Liu, C., Loy, C.C., Gong, S., Wang, G.: Pop: person re-identification post-rank optimisation. In: International Conference on Computer Vision (2013)
28. Ma, A., Yuen, P., Li, J.: Domain transfer support vector ranking for person reidentification without target camera label information. In: 2013 IEEE International Conference on Computer Vision (ICCV), pp. 3567–3574 (2013)
29. Yi, D., Lei, Z., Liao, S., Li, S.Z.: Deep metric learning for person re-identification. In: International Conference on Pattern Recognition (2014)
30. Lecun, Y., Bottou, L., Bengio, Y., Haffner, P.: Gradient-based learning applied to document recognition. In: Proceedings of the IEEE, pp. 2278–2324 (1998)
31. Nair, V., Hinton, G.E.: Rectified linear units improve restricted boltzmann machines. In: ICML, pp. 807–814 (2010)
32. Gray, D., Brennan, S., Tao, H.: Evaluating appearance models for recognition, reacquisition, and tracking. In: IEEE International Workshop on Performance Evaluation of Tracking and Surveillance, Citeseer (2007)
33. Hirzer, M., Beleznai, C., Roth, P.M., Bischof, H.: Person re-identification by descriptive and discriminative classification. In: Heyden, A., Kahl, F. (eds.) SCIA 2011. LNCS, vol. 6688, pp. 91–102. Springer, Heidelberg (2011)
34. Ma, B., Su, Y., Jurie, F., et al.: Bicov: a novel image representation for person reidentification and face verification. In: British Machive Vision Conference (2012)
35. Globerson, A., Roweis, S.T.: Metric learning by collapsing classes. In: NIPS (2005)
36. Xing, E.P., Ng, A.Y., Jordan, M.I., Russell, S.J.: Distance metric learning with application to clustering with side-information. In: NIPS, pp. 505–512 (2002)