Person search is a new research direction, but plays an important role in practical video surveillance. We collect all the person search related papers to better summarize this direction. If you find some papers do not included in this paper list, please let us known (you can create an issue in this page).
- CUHK-SYSU dataset: Source Code and Dataset
- PRW dataset: Project-page
- CSM Dataset (Cast Search in Movies): Project-page
- LSPS: https://arxiv.org/pdf/2004.09329.pdf
- [deep-person-search] by yangwenjie;
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"Joint detection and identification feature learning for person search." Xiao, Tong, Shuang Li, Bochao Wang, Liang Lin, and Xiaogang Wang. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 3415-3424. 2017. [Caffe Code] [PyTorch Code]
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"Person search via a mask-guided two-stream cnn model." Chen, Di, Shanshan Zhang, Wanli Ouyang, Jian Yang, and Ying Tai. In Proceedings of the European Conference on Computer Vision (ECCV), pp. 734-750. 2018.
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Person search by multi-scale matching Lan, Xu, Xiatian Zhu, and Shaogang Gong. In Proceedings of the European Conference on Computer Vision (ECCV), pp. 536-552. 2018. [Paper] [Code]
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"RCAA: Relational context-aware agents for person search." Chang, Xiaojun, Po-Yao Huang, Yi-Dong Shen, Xiaodan Liang, Yi Yang, and Alexander G. Hauptmann. In Proceedings of the European Conference on Computer Vision (ECCV), pp. 84-100. 2018.
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"End-to-End Detection and Re-identification Integrated Net for Person Search." He, Zhenwei, Lei Zhang, and Wei Jia. arXiv preprint arXiv:1804.00376 (2018).
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"Learning Context Graph for Person Search." Yan, Yichao, Qiang Zhang, Bingbing Ni, Wendong Zhang, Minghao Xu, and Xiaokang Yang. CVPR-2019 Oral. [Code] [Blog] [PyTorch]
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"Fusion-Attention Network for person search with free-form natural language." Ji, Zhong, Shengjia Li, and Yanwei Pang. Pattern Recognition Letters 116 (2018): 205-211.
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Person Search with Natural Language Description, CVPR-2017, [Torch Code]
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Person search in videos with one portrait through visual and temporal links. Huang, Qingqiu, Wentao Liu, and Dahua Lin. In Proceedings of the European Conference on Computer Vision (ECCV), pp. 425-441. 2018. [Code] [Project]
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Query-guided End-to-End Person Search Bharti Munjal, Sikandar Amin, Federico Tombari, Fabio Galasso, CVPR 2019
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FMT: fusing multi-task convolutional neural network for person search, Sulan Zhai, Shunqiang Liu, Xiao Wang, Jin Tang, Multimedia Tools and Applications, pp 1–12, [Paper]
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Zheng D, Xiao J, Huang K, et al. Segmentation mask guided end-to-end person search[J]. Signal Processing: Image Communication, 2020: 115876. [Paper] [Code]
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Knowledge Distillation for End-to-End Person Search, Bharti Munjal, Fabio Galasso, Sikandar Amin, BMVC-2019. [Paper]
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Re-ID Driven Localization Refinement for Person Search, Chuchu Han, Jiacheng Ye, Yunshan Zhong, Xin Tan, Chi Zhang, Changxin Gao, Nong Sang, ICCV 2019, Paper
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Person Search by Text Attribute Query As Zero-Shot Learning Qi Dong, Shaogang Gong, Xiatian Zhu, ICCV 2019, [Paper]
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Liu, Jiawei, et al. "Deep Adversarial Graph Attention Convolution Network for Text-Based Person Search." Proceedings of the 27th ACM International Conference on Multimedia. ACM, 2019. Paper
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Visual-Textual Association with Hardest and Semi-Hard Negative Pairs Mining for Person Search, Jing Ge, Guangyu Gao, and Zhen Liu, [Paper]
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Zhong, Yingji, Xiaoyu Wang, and Shiliang Zhang. "Robust Partial Matching for Person Search in the Wild." [CVPR2020]
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He, Zhenwei, and Lei Zhang. "End-to-end detection and re-identification integrated net for person search." Asian Conference on Computer Vision. Springer, Cham, 2018. [Paper]
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Xiao, J., Xie, Y., Tillo, T., Huang, K., Wei, Y., & Feng, J. (2019). IAN: the individual aggregation network for person search. Pattern Recognition, 87, 332-340. [Paper]
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Liu, Hong, et al. "A discriminatively learned feature embedding based on multi-loss fusion for person search." 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 2018. [Paper]
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Dai, J., Zhang, P., Lu, H., & Wang, H. (2020). Dynamic imposter based online instance matching for person search. Pattern Recognition, 100, 107120. [Paper]
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Pose-Guided Multi-Granularity Attention Network for Text-Based Person Search Ya Jing, Chenyang Si, Junbo Wang, Wei Wang, Liang Wang, Tieniu Tan (AAAI), oral, 2020 [Paper]
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Joint Person Objectness and Repulsion for Person Search, Hantao Yao, Changsheng Xu, [arXiv]
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Instance Guided Proposal Network for Person Search, Wenkai Dong, Zhaoxiang Zhang, Chunfeng Song, Tieniu Tan [cvpr-2020]
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Bi-Directional Interaction Network for Person Search, Wenkai Dong, Zhaoxiang Zhang, Chunfeng Song, Tieniu Tan [cvpr-2020]
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Cross-Modal Cross-Domain Moment Alignment Network for Person Search, Ya Jing, Wei Wang, Liang Wang, Tieniu Tan [cvpr-2020]
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TCTS: A Task-Consistent Two-Stage Framework for Person Search, Cheng Wang, Bingpeng Ma, Hong Chang, Shiguang Shan, Xilin Chen [cvpr-2020]
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Norm-Aware Embedding for Efficient Person Search, Di Chen, Shanshan Zhang, Jian Yang, Bernt Schiele [cvpr-2020] [Code]
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"Person search: New paradigm of person re-identification: A survey and outlook of recent works." Islam, Khawar. Image and Vision Computing (2020): 103970. [Paper]
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Online Multi-modal Person Search in Videos [eccv-2020]
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ViTAA: Visual-Textual Attributes Alignment in Person Search by Natural Language [eccv-2020]
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Symbiotic Adversarial Learning for Attribute-Based Person Search [eccv-2020]
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A Cross-modality and Progressive Person Search System, Xiaodong Chen, Wu Liu, Xinchen Liu, Yongdong Zhang, Tao Mei, Demo paper of ACM MM 2020
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Tasks Integrated Networks: Joint Detection and Retrieval for Image Search, Lei Zhang, Zhenwei He, Yi Yang, Liang Wang, Xinbo Gao, T-PAMI 2020 [Paper]
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Diverse Knowledge Distillation for End-to-End Person Search, AAAI-2021 [Paper]
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Weakly Supervised Person Search with Region Siamese Networks, [Paper]