Top

Published in:

2019 | OriginalPaper | Chapter

Similarity Scores Based Re-classification for Open-Set Person Re-identification

Authors : Hongsheng Wang, Yang Yang, Shengcai Liao, Dong Cao, Zhen Lei

Published in: Biometric Recognition

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config

AI-assisted search

Off

Abstract

In this paper, we propose a new similarity scores based re-classification method for open-set person re-identification, which exploits information among the top-n most similar matching candidates in the gallery set. Moreover, to make the cross-view quadratic discriminant analysis metric learning method effectively learn both the projection matrix and the metric kernel with open-set data, we introduce an additional regularization factor to adjust the covariance matrix of the obtained subspace. Our Experiments on challenging OPeRID v1.0 database show that our approach improves the Rank-1 recognition rates at 1% FAR by 8.86% and 10.51% with re-ranking, respectively.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

über 102.000 Bücher
über 537 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Finance + Banking
Management + Führung
Marketing + Vertrieb
Maschinenbau + Werkstoffe
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 390 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Maschinenbau + Werkstoffe

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 340 Zeitschriften

aus folgenden Fachgebieten:

Bauwesen + Immobilien
Business IT + Informatik
Finance + Banking
Management + Führung
Marketing + Vertrieb
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

previous chapter Application of Unscented Kalman Filter in Tracking of Video Moving Target

next chapter The GMM and I-Vector Systems Based on Spoofing Algorithms for Speaker Spoofing Detection

Bai, S., Bai, X.: Sparse contextual activation for efficient visual re-ranking. IEEE Trans. Image Process. 25(3), 1056–1069 (2016)MathSciNetCrossRef

Chen, Y.C., Zhu, X., Zheng, W.S., Lai, J.H.: Person re-identification by camera correlation aware feature augmentation. IEEE Trans. Pattern Anal. Mach. Intell. 40(2), 392–408 (2018)CrossRef

Chung, D., Tahboub, K., Delp, E.J.: A two stream siamese convolutional neural network for person re-identification. In: IEEE International Conference on Computer Vision, pp. 1992–2000 (2017)

Gray, D., Tao, H.: Viewpoint invariant pedestrian recognition with an ensemble of localized features. In: Forsyth, D., Torr, P., Zisserman, A. (eds.) ECCV 2008. LNCS, vol. 5302, pp. 262–275. Springer, Heidelberg (2008). https://doi.org/10.1007/978-3-540-88682-2_21CrossRef

He, K., Zhang, X., Ren, S., Sun, J.: Deep residual learning for image recognition, pp. 770–778 (2015)

Liao, S., Hu, Y., Zhu, X., Li, S.Z.: Person re-identification by local maximal occurrence representation and metric learning. In: IEEE Conference on Computer Vision and Pattern Recognition, pp. 2197–2206 (2015

Nie, J., Huang, L., Zhang, W., Wei, G., Wei, Z.: Deep feature ranking for person re-identification. IEEE Access 7, 15007–15017 (2019)CrossRef

Saquib Sarfraz, M., Schumann, A., Eberle, A., Stiefelhagen, R.: A pose-sensitive embedding for person re-identification with expanded cross neighborhood re-ranking (2017)

Shi, H., Yang, Y., Zhu, X., Liao, S., Lei, Z., Zheng, W., Li, S.Z.: Embedding deep metric for person re-identification: a study against large variations. In: Leibe, B., Matas, J., Sebe, N., Welling, M. (eds.) ECCV 2016. LNCS, vol. 9905, pp. 732–748. Springer, Cham (2016). https://doi.org/10.1007/978-3-319-46448-0_44CrossRef

10.

Sun, Y., Xu, Q., Li, Y., Zhang, C., Li, Y., Wang, S., Sun,J.: Perceive where to focus: learning visibility-aware part-level features for partial person re-identification. In: IEEE Conference on Computer Vision and Pattern Recognition, IEEE Computer Society (2019)

11.

Xiong, F., Gou, M., Camps, O., Sznaier, M.: Person re-identification using kernel-based metric learning methods. In: Fleet, D., Pajdla, T., Schiele, B., Tuytelaars, T. (eds.) ECCV 2014. LNCS, vol. 8695, pp. 1–16. Springer, Cham (2014). https://doi.org/10.1007/978-3-319-10584-0_1CrossRef

12.

Yang, Y., Liao, S., Lei, Z., Li, S.Z.: Large scale similarity learning using similar pairs for person verification. In: Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, 12–17 February 2016, Phoenix, Arizona, USA, pp. 3655–3661 (2016

13.

Yang, Y., Yang, J., Yan, J., Liao, S., Yi, D., Li, S.Z.: Salient color names for person re-identification.

https://static-content.springer.com/image/chp%3A10.1007%2F978-3-030-31456-9_54/MediaObjects/489866_1_En_54_Figa_HTML.gif

8689(9), 536–551 (2014)

14.

Zheng, W.S., Gong, S., Xiang, T.: IEEE Trans. Pattern Anal. Mach. Intell. 35(3), 653–668 (2013)CrossRef

15.

Zheng, W.-S., Gong, S., Xiang, T.: Group association: assisting re-identification by visual context. In: Gong, S., Cristani, M., Yan, S., Loy, C.C. (eds.) Person Re-Identification. ACVPR, pp. 183–201. Springer, London (2014). https://doi.org/10.1007/978-1-4471-6296-4_9CrossRefMATH

16.

Zheng, Z., Yang, X., Yu, Z., Zheng, L., Kautz, J.: Joint discriminative and generative learning for person re-identification. In: IEEE Conference on Computer Vision and Pattern Recognition, IEEE Computer Society (2019)

17.

Zhong, Z., Zheng, L., Cao, D., Li, S.: Re-ranking person re-identification with k-reciprocal encoding, pp. 3652–3661 (2017)

Title: Similarity Scores Based Re-classification for Open-Set Person Re-identification
Authors: Hongsheng Wang
Yang Yang
Shengcai Liao
Dong Cao
Zhen Lei
Publisher: Springer International Publishing
Book: Biometric Recognition
Print ISBN: 978-3-030-31455-2

Electronic ISBN: 978-3-030-31456-9

Copyright Year: 2019
DOI: https://doi.org/10.1007/978-3-030-31456-9_54

Springer Professional

Abstract

Please log in to get access to your license.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Springer Professional "Technik"

Springer Professional "Wirtschaft"

Premium Partner