基于监控摄像机网络的行人比对系统设计和实现
Person Re-Identification System Design and Implementation Based on Camera Network
DOI: 10.12677/CSA.2017.76061, PDF, HTML, XML, 下载: 1,748  浏览: 4,409 
作者: 黄 凯:上海市公安局科技处,上海;王新宇, 杨 华*:上海交通大学,上海
关键词: 视频监控行人重识别软件系统Video Surveillance Person Re-Identification Software System
摘要: 本文主要从面向公安图像监控的行人重识别的应用需求出发,首先分析面向视频监控应用的行人重识别软件系统的价值,然后归纳总结当前国内外在行人重识别领域的研究框架和思路,分析选择了生物特征与行人外观特征相结合的方法,并对该行人重识别算法进行软件系统的设计开发。算法经过实际监控场景的数据测试评估,准确性和运行效率达到较好的效果。
Abstract: According to the demands on city public security video surveillance for person re-identification, we first analyze the value of a person re-identification software system for video surveillance system and then analyze the advanced research development in person re-identification. Furthermore, we design a software system by combining appearance and biological feature for person re-identification. Finally we conduct the online test of the software system and obtain the good performance.
文章引用:黄凯, 王新宇, 杨华. 基于监控摄像机网络的行人比对系统设计和实现[J]. 计算机科学与应用, 2017, 7(6): 499-506. https://doi.org/10.12677/CSA.2017.76061

参考文献

[1] Bazzani, L., Cristani, M. and Murino, V. (2013) Symmetry-Driven Accumulation of Local Features for Human Characterization and Re-Identification. Computer Vision and Image Understanding, 117, 130-144.
https://doi.org/10.1016/j.cviu.2012.10.008
[2] Kviatkovsky, I., Adam, A. and Rivlin, E. (2013) Color Invariants for Person Reidentification. IEEE Transactions on Pattern Analysis and Machine Intelligence, 35, 1622-1634.
https://doi.org/10.1109/TPAMI.2012.246
[3] Oreifej, O., Mehran, R. and Shah, M. (2010) Human Identity Recognition in Aerial Images. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, San Francisco, 13-18 June 2010, 709-716.
https://doi.org/10.1109/cvpr.2010.5540147
[4] Schwartz, W. and Davis, L. (2009) Learning Discriminative Appearance Based Models Using Partial Least Squares. Brazilian Symposium on Computer Graphics and Image Processing, Rio de Janiero, 11-15 October 2009, 322-329.
https://doi.org/10.1109/sibgrapi.2009.42
[5] Gray, D. and Tao, H. (2008) Viewpoint Invariant Pedestrian Recognition with an Ensemble of Localized Features. In: Forsyth, D., Torr, P. and Zisserman, A., Eds., Computer Vision—ECCV 2008. Lecture Notes in Computer Science, 5302, 262-275.
[6] Prosser, B., Zheng, W., Gong, S. and Xiang, T. (2010) Person Re-Identification by Support Vector Ranking. Proceedings of the British Machine Vision Conference, London, 5-7 September 2010, 1-11.
https://doi.org/10.5244/c.24.21
[7] Zhang, Y. and Li, S. (2011) Gabor-LBP Based Region Covariance Descriptor for Person Re-Identification. International Conference on Image and Graphics, Hefei, 12-15 August 2011, 368-371.
https://doi.org/10.1109/icig.2011.40
[8] Zhao, R., Ouyang, W. and Wang, X. (2013) Person Re-Identification by Salience Matching. Proceedings of the IEEE International Conference on Computer Vision, Sydney, 1-8 December 2013, 2528-2535.
https://doi.org/10.1109/iccv.2013.314
[9] Ahmed, E., Jones, M. and Marks, T.K. (2015) An Improved Deep Learning Architecture for Person Re-Identification. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, Boston, 7-12 June 2015, 3908- 3916.
https://doi.org/10.1109/cvpr.2015.7299016
[10] Shi, H., Yang, Y., Zhu, X., Liao, S., Lei, Z., Zheng, W. and Li, S.Z. (2016) Embedding Deep Metric for Person Re-Identification: A Study against Large Variations. In: Leibe, B., Matas, J., Sebe, N. and Welling, M., Eds., Computer Vision—ECCV 2016. Lecture Notes in Computer Science, Springer, Berlin, 732-748.
https://doi.org/10.1007/978-3-319-46448-0_44
[11] Su, C., Zhang, S., Xing, J., Gao, W. and Tian, Q. (2016) Deep Attributes Driven Multi-Camera Person Re-Identifica- tion.
[12] Zheng, L., Bie, Z., Sun, Y., Wang, J., Su, C., Wang, S. and Tian, Q. (2016) MARS: A Video Benchmark for Large- Scale Person Re-Identification. In: Leibe, B., Matas, J., Sebe, N. and Welling, M., Eds., Computer Vision—ECCV 2016. Lecture Notes in Computer Science, Springer, Berlin, 868-884.
https://doi.org/10.1007/978-3-319-46466-4_52
[13] Zheng, W.S., Gong, S. and Xiang, T. (2011) Person Re-Identification by Probabilistic Relative Distance Comparison. IEEE Conference on Computer Vision & Pattern Recognition, Providence, 20-25 June 2011, 649-656.
https://doi.org/10.1109/cvpr.2011.5995598
[14] Köstinger, M., et al. (2012) Large Scale Metric Learning from Equivalence Constraints. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Providence, 16-21 June 2012, 2288-2295.
https://doi.org/10.1109/cvpr.2012.6247939
[15] Yang, H., Wang, X., Zhu, J., et al. (2016) Resolution Adaptive Feature Extracting and Fusing Framework for Person Re-identification. Neurocomputing, 212, 65-74.
https://doi.org/10.1016/j.neucom.2016.03.096