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2015 | OriginalPaper | Buchkapitel

Enhancing Person Re-identification by Integrating Gait Biometric

verfasst von : Zheng Liu, Zhaoxiang Zhang, Qiang Wu, Yunhong Wang

Erschienen in: Computer Vision - ACCV 2014 Workshops

Verlag: Springer International Publishing

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Abstract

This paper proposes a method to enhance person re-identification by integrating gait biometric. The framework consists of the hierarchical feature extraction and matching methods. Considering the appearance feature is not discriminative in some cases, the feature in this work composes of the appearance feature and the gait feature for shape and temporal information. In order to solve the view-angle change problem and measuring similarity, metric learning to rank is adopted. In this way, data are mapped into a metric space so that distances between people can be measured accurately. Then two fusion strategies are proposed. The score-level fusion computes distances of the appearance feature and the gait feature respectively and combine them as the final distance between samples. Besides, the feature-level fusion firstly installs two types of features in series and then computes distances by the fused feature. Finally, our method is tested on CASIA gait dataset. Experiments show that gait biometric is an effective feature integrated with appearance features to enhance person re-identification.

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Literatur
1.
Zurück zum Zitat Bazzani, L., Cristani, M., Perina, A., Murino, V.: Multiple-shot person re-identification by chromatic and epitomic analyses. Pattern Recogn. Lett. 33(7), 898–903 (2012)CrossRef Bazzani, L., Cristani, M., Perina, A., Murino, V.: Multiple-shot person re-identification by chromatic and epitomic analyses. Pattern Recogn. Lett. 33(7), 898–903 (2012)CrossRef
2.
Zurück zum Zitat Bradley, A.P.: The use of the area under the roc curve in the evaluation of machine learning algorithms. Pattern Recogn. 30(7), 1145–1159 (1997)CrossRef Bradley, A.P.: The use of the area under the roc curve in the evaluation of machine learning algorithms. Pattern Recogn. 30(7), 1145–1159 (1997)CrossRef
3.
Zurück zum Zitat Daugman, J.G.: Two-dimensional spectral analysis of cortical receptive field profiles. Vis. Res. 20(10), 847–856 (1980)CrossRef Daugman, J.G.: Two-dimensional spectral analysis of cortical receptive field profiles. Vis. Res. 20(10), 847–856 (1980)CrossRef
4.
Zurück zum Zitat Farenzena, M., Bazzani, L., Perina, A., Murino, V., Cristani, M.: Person re-identification by symmetry-driven accumulation of local features. In: Proceedings of the 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2010), IEEE Computer Society, San Francisco (2010) Farenzena, M., Bazzani, L., Perina, A., Murino, V., Cristani, M.: Person re-identification by symmetry-driven accumulation of local features. In: Proceedings of the 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2010), IEEE Computer Society, San Francisco (2010)
5.
Zurück zum Zitat Forssén, P.-E.: Maximally stable colour regions for recognition and matching. In: IEEE Conference on Computer Vision and Pattern Recognition, 2007. CVPR’07, pp. 1–8. IEEE (2007) Forssén, P.-E.: Maximally stable colour regions for recognition and matching. In: IEEE Conference on Computer Vision and Pattern Recognition, 2007. CVPR’07, pp. 1–8. IEEE (2007)
6.
Zurück zum Zitat 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) CrossRef 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) CrossRef
7.
Zurück zum Zitat Han, J., Bhanu, B.: Individual recognition using gait energy image. IEEE Trans. Pattern Anal. Mach. Intell. 28(2), 316–322 (2006)CrossRef Han, J., Bhanu, B.: Individual recognition using gait energy image. IEEE Trans. Pattern Anal. Mach. Intell. 28(2), 316–322 (2006)CrossRef
8.
Zurück zum Zitat Joachims, T.: A support vector method for multivariate performance measures. In: Proceedings of the 22nd international conference on Machine learning, pp. 377–384. ACM (2005) Joachims, T.: A support vector method for multivariate performance measures. In: Proceedings of the 22nd international conference on Machine learning, pp. 377–384. ACM (2005)
9.
Zurück zum Zitat Lades, M., Vorbruggen, J.C., Buhmann, J., Lange, J., von der Malsburg, C., Wurtz, R.P., Konen, W.: Distortion invariant object recognition in the dynamic link architecture. IEEE Trans. Comput. 42(3), 300–311 (1993)CrossRef Lades, M., Vorbruggen, J.C., Buhmann, J., Lange, J., von der Malsburg, C., Wurtz, R.P., Konen, W.: Distortion invariant object recognition in the dynamic link architecture. IEEE Trans. Comput. 42(3), 300–311 (1993)CrossRef
10.
Zurück zum Zitat Little, J., Boyd, J.: Recognizing people by their gait: the shape of motion. Videre J. Comput. Vis. Res. 1(2), 1–32 (1998) Little, J., Boyd, J.: Recognizing people by their gait: the shape of motion. Videre J. Comput. Vis. Res. 1(2), 1–32 (1998)
11.
Zurück zum Zitat Liu, C., Wechsler, H.: Gabor feature based classification using the enhanced fisher linear discriminant model for face recognition. IEEE Trans. Image Process. 11(4), 467–476 (2002)CrossRef Liu, C., Wechsler, H.: Gabor feature based classification using the enhanced fisher linear discriminant model for face recognition. IEEE Trans. Image Process. 11(4), 467–476 (2002)CrossRef
12.
Zurück zum Zitat Lowe, D.G.: Distinctive image features from scale-invariant keypoints. Int. J. Comput. Vis. 60(2), 91–110 (2004)CrossRef Lowe, D.G.: Distinctive image features from scale-invariant keypoints. Int. J. Comput. Vis. 60(2), 91–110 (2004)CrossRef
13.
Zurück zum Zitat Marčelja, S.: Mathematical description of the responses of simple cortical cells*. JOSA 70(11), 1297–1300 (1980)CrossRef Marčelja, S.: Mathematical description of the responses of simple cortical cells*. JOSA 70(11), 1297–1300 (1980)CrossRef
14.
Zurück zum Zitat McFee, B., Lanckriet, G.R.: Metric learning to rank. In: Proceedings of the 27th International Conference on Machine Learning (ICML-10), pp. 775–782 (2010) McFee, B., Lanckriet, G.R.: Metric learning to rank. In: Proceedings of the 27th International Conference on Machine Learning (ICML-10), pp. 775–782 (2010)
15.
Zurück zum Zitat Preisendorfer, R.W., Mobley, C.D.: Principal Component Analysis in Meteorology and Oceanography. Elsevier Science Ltd, Amsterdam (1988) Preisendorfer, R.W., Mobley, C.D.: Principal Component Analysis in Meteorology and Oceanography. Elsevier Science Ltd, Amsterdam (1988)
16.
Zurück zum Zitat Sarkar, S., Jonathon Phillips, P., Liu, Z., Robledo Vega, I., Grother, P., Bowyer, K.W.: The humanid gait challenge problem: data sets, performance, and analysis. IEEE Trans. Pattern Anal. Mach. Intell. 27(2), 162–177 (2005)CrossRef Sarkar, S., Jonathon Phillips, P., Liu, Z., Robledo Vega, I., Grother, P., Bowyer, K.W.: The humanid gait challenge problem: data sets, performance, and analysis. IEEE Trans. Pattern Anal. Mach. Intell. 27(2), 162–177 (2005)CrossRef
17.
Zurück zum Zitat Zhao, R., Ouyang, W., Wang, X.: Unsupervised salience learning for person re-identification. In: 2013 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 3586–3593. IEEE (2013) Zhao, R., Ouyang, W., Wang, X.: Unsupervised salience learning for person re-identification. In: 2013 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 3586–3593. IEEE (2013)
Metadaten
Titel
Enhancing Person Re-identification by Integrating Gait Biometric
verfasst von
Zheng Liu
Zhaoxiang Zhang
Qiang Wu
Yunhong Wang
Copyright-Jahr
2015
DOI
https://doi.org/10.1007/978-3-319-16628-5_3