Divide and fuse: A re-ranking approach for person re-identification

British Machine Vision Conference 2017, BMVC 2017

Volumn , Issue , 2017, Pages

  Yu, Rui ^a   Zhou, Zhichao ^a   Bai, Song ^a   Bai, Xiang ^a  

^a HUAZHONG UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

ITERATIVE METHODS; LARGE DATASET;

CONTEXTUAL INFORMATION; FEATURE FUSION; HIGH DIMENSIONAL FEATURE; LARGE-SCALE DATASETS; PERSON RE IDENTIFICATIONS; RE-RANKING; STATE OF THE ART;

COMPUTER VISION;

EID: 85086058324     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.5244/c.31.135     Document Type: Conference Paper

References (40)

1. Song Bai and Xiang Bai. Sparse contextual activation for efficient visual re-ranking. IEEE TIP, 25(3):1056–1069, 2016.
2. Song Bai, Xiang Bai, and Qi Tian. Scalable person re-identification on supervised smoothed manifold. In CVPR, 2017.
3. Song Bai, Xiang Bai, Qi Tian, and Longin Jan Latecki. Regularized diffusion process for visual retrieval. In AAAI, pages 3967–3973, 2017.
4. Apurva Bedagkar-Gala and Shishir K Shah. A survey of approaches and trends in person re-identification. Image and Vision Computing, 32(4):270–286, 2014.
5. Dapeng Chen, Zejian Yuan, Gang Hua, Nanning Zheng, and Jingdong Wang. Similarity learning on an explicit polynomial kernel feature map for person re-identification. In CVPR, pages 1565–1573, 2015.
6. Dapeng Chen, Zejian Yuan, Badong Chen, and Nanning Zheng. Similarity learning with spatial constraints for person re-identification. In CVPR, pages 1268–1277, 2016.
7. Ying-Cong Chen, Xiatian Zhu, Wei-Shi Zheng, and Jian-Huang Lai. Person reidentification by camera correlation aware feature augmentation. IEEE TPAMI, PP (99):1–1, 2017.
8. De Cheng, Yihong Gong, Sanping Zhou, Jinjun Wang, and Nanning Zheng. Person re-identification by multi-channel parts-based cnn with improved triplet loss function. In CVPR, pages 1335–1344, 2016.
9. Dong Seon Cheng, Marco Cristani, Michele Stoppa, Loris Bazzani, and Vittorio Murino. Custom pictorial structures for re-identification. In BMVC, pages 68.1–68.11, 2011.
10. Jorge Garcia, Niki Martinel, Christian Micheloni, and Alfredo Gardel. Person reidentification ranking optimisation by discriminant context information analysis. In ICCV, pages 1305–1313, 2015.
11. Douglas Gray and Hai Tao. Viewpoint invariant pedestrian recognition with an ensemble of localized features. ECCV, pages 262–275, 2008.
12. Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun. Deep residual learning for image recognition. In CVPR, pages 770–778, 2016.
13. Martin Hirzer, Peter Roth, Martin Köstinger, and Horst Bischof. Relaxed pairwise learned metric for person re-identification. ECCV, pages 780–793, 2012.
14. Herve Jegou, Hedi Harzallah, and Cordelia Schmid. A contextual dissimilarity measure for accurate and efficient image search. In CVPR, pages 1–8, 2007.
15. Qingming Leng, Ruimin Hu, Chao Liang, Yimin Wang, and Jun Chen. Person reidentification with content and context re-ranking. Multimedia Tools and Applications, 74(17):6989–7014, 2015.
16. Wei Li, Yang Wu, Masayuki Mukunoki, and Michihiko Minoh. Common-near-neighbor analysis for person re-identification. In ICIP, pages 1621–1624, 2012.
17. Wei Li, Rui Zhao, Tong Xiao, and Xiaogang Wang. Deepreid: Deep filter pairing neural network for person re-identification. In CVPR, pages 152–159, 2014.
18. Zhen Li, Shiyu Chang, Feng Liang, Thomas S Huang, Liangliang Cao, and John R Smith. Learning locally-adaptive decision functions for person verification. In CVPR, pages 3610–3617, 2013.
19. Shengcai Liao and Stan Z Li. Efficient psd constrained asymmetric metric learning for person re-identification. In ICCV, pages 3685–3693, 2015.
20. Shengcai Liao, Yang Hu, Xiangyu Zhu, and Stan Z Li. Person re-identification by local maximal occurrence representation and metric learning. In CVPR, pages 2197–2206, 2015.
21. Bingpeng Ma, Yu Su, and Frédéric Jurie. Bicov: a novel image representation for person re-identification and face verification. In BMVC, pages 57.1–57.11, 2012.
22. Niki Martinel, Abir Das, Christian Micheloni, and Amit K Roy-Chowdhury. Temporal model adaptation for person re-identification. In ECCV, pages 858–877, 2016.
23. Tetsu Matsukawa, Takahiro Okabe, Einoshin Suzuki, and Yoichi Sato. Hierarchical gaussian descriptor for person re-identification. In CVPR, pages 1363–1372, 2016.
24. Tao Mei, Yong Rui, Shipeng Li, and Qi Tian. Multimedia search reranking: A literature survey. ACM Computing Surveys (CSUR), 46(3):38, 2014.
25. Xiaohui Shen, Zhe Lin, Jonathan Brandt, Shai Avidan, and Ying Wu. Object retrieval and localization with spatially-constrained similarity measure and k-nn re-ranking. In CVPR, pages 3013–3020, 2012.
26. Chi Su, Shiliang Zhang, Junliang Xing, Wen Gao, and Qi Tian. Deep attributes driven multi-camera person re-identification. In ECCV, pages 475–491, 2016.
27. Arulkumar Subramaniam, Moitreya Chatterjee, and Anurag Mittal. Deep neural networks with inexact matching for person re-identification. In NIPS, pages 2667–2675. 2016.
28. Rahul Rama Varior, Mrinal Haloi, and Gang Wang. Gated siamese convolutional neural network architecture for human re-identification. In ECCV, pages 791–808, 2016.
29. Rahul Rama Varior, Bing Shuai, Jiwen Lu, Dong Xu, and Gang Wang. A siamese long short-term memory architecture for human re-identification. In ECCV, pages 135–153, 2016.
30. Fei Xiong, Mengran Gou, Octavia Camps, and Mario Sznaier. Person re-identification using kernel-based metric learning methods. In ECCV, pages 1–16, 2014.
31. Yang Yang, Jimei Yang, Junjie Yan, Shengcai Liao, Dong Yi, and Stan Z Li. Salient color names for person re-identification. In ECCV, pages 536–551, 2014.
32. Mang Ye, Chao Liang, Yi Yu, Zheng Wang, Qingming Leng, Chunxia Xiao, Jun Chen, and Ruimin Hu. Person reidentification via ranking aggregation of similarity pulling and dissimilarity pushing. IEEE TMM, 18(12):2553–2566, 2016.
33. Li Zhang, Tao Xiang, and Shaogang Gong. Learning a discriminative null space for person re-identification. In CVPR, pages 1239–1248, 2016.
34. Shaoting Zhang, Ming Yang, Timothee Cour, Kai Yu, and Dimitris N Metaxas. Query specific rank fusion for image retrieval. IEEE TPAMI, 37(4):803–815, 2015.
35. Liang Zheng, Liyue Shen, Lu Tian, Shengjin Wang, Jingdong Wang, and Qi Tian. Scalable person re-identification: A benchmark. In ICCV, pages 1116–1124, 2015.
36. Liang Zheng, Shengjin Wang, Lu Tian, Fei He, Ziqiong Liu, and Qi Tian. Query-adaptive late fusion for image search and person re-identification. In CVPR, pages 1741–1750, 2015.
37. Liang Zheng, Zhi Bie, Yifan Sun, Jingdong Wang, Chi Su, Shengjin Wang, and Qi Tian. Mars: A video benchmark for large-scale person re-identification. In ECCV, pages 868–884, 2016.
38. Liang Zheng, Yi Yang, and Alexander G Hauptmann. Person re-identification: Past, present and future. arXiv:1610.02984, 2016.
39. Wei-Shi Zheng, Shaogang Gong, and Tao Xiang. Reidentification by relative distance comparison. IEEE TPAMI, 35(3):653–668, 2013.
40. Zhun Zhong, Liang Zheng, Donglin Cao, and Shaozi Li. Re-ranking person reidentification with k-reciprocal encoding. In CVPR, 2017.