Progressive Domain Adaptation for Robot Vision Person Re-identification

被引:4
|
作者
Sha, Zijun [1 ]
Zeng, Zelong [2 ]
Wang, Zheng [3 ]
Natori, Yoichi [1 ]
Taniguchi, Yasuhiro [1 ]
Satoh, Shin'ichi [3 ]
机构
[1] Honda Res & Dev Co Ltd, Wako, Saitama, Japan
[2] Univ Tokyo, Tokyo, Japan
[3] Natl Inst Informat, Tokyo, Japan
关键词
Robot Vision; Domain Adaptation; Person Re-identification;
D O I
10.1145/3394171.3414358
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Person re-identification has received much attention in the last few years, as it enhances the retrieval effectiveness in the video surveillance networks and video archive management. In this paper, we demonstrate a guiding robot with person followers system, which recognizes the follower using a person re-identification technology. It first adopts existing face recognition and person tracking methods to generate person tracklets with different IDs. Then, a classic person re-identification model, pre-trained on the surveillance dataset, is adapted to the new robot vision condition incrementally. The demonstration showcases the quality of robot follower focusing.
引用
收藏
页码:4488 / 4490
页数:3
相关论文
共 50 条
  • [31] Quality Guided Metric Learning for Domain Adaptation Person Re-Identification
    Zhang, Lei
    Li, Haisheng
    Liu, Ruijun
    Wang, Xiaochuan
    Wu, Xiaoqun
    IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2024, 70 (03) : 6023 - 6030
  • [32] Domain adaptation with structural knowledge transfer learning for person re-identification
    Haojie Liu
    Fang Guo
    Daoxun Xia
    Multimedia Tools and Applications, 2021, 80 : 29321 - 29337
  • [33] Domain generalization person re-identification via style adaptation learning
    Guo, Yingchun
    Dou, Xinsheng
    Zhu, Ye
    Wang, Xinyao
    INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2024, 15 (10) : 4733 - 4746
  • [34] Deep progressive attention for person re-identification
    Wang, Changhao
    Zhang, Guanwen
    Zhou, Wei
    JOURNAL OF ELECTRONIC IMAGING, 2021, 30 (04)
  • [35] Progressive Transfer Learning for Person Re-identification
    Yu, Zhengxu
    Jin, Zhongming
    Wei, Long
    Guo, Jishun
    Huang, Jianqiang
    Cai, Deng
    He, Xiaofei
    Hua, Xian-Sheng
    PROCEEDINGS OF THE TWENTY-EIGHTH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2019, : 4220 - 4226
  • [36] Progressive Feature Enhancement for Person Re-Identification
    Zhong, Yingji
    Wang, Yaowei
    Zhang, Shiliang
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021, 30 : 8384 - 8395
  • [37] Ubiquitous vision of transformers for person re-identification
    Perwaiz, N.
    Shahzad, M.
    Fraz, M. M.
    MACHINE VISION AND APPLICATIONS, 2023, 34 (02)
  • [38] Ubiquitous vision of transformers for person re-identification
    N. Perwaiz
    M. Shahzad
    M. M. Fraz
    Machine Vision and Applications, 2023, 34
  • [39] Camera Style Adaptation for Person Re-identification
    Zhong, Zhun
    Zheng, Liang
    Zheng, Zhedong
    Li, Shaozi
    Yang, Yi
    2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2018, : CP99 - CP99
  • [40] Temporal Model Adaptation for Person Re-identification
    Martinel, Niki
    Das, Abir
    Micheloni, Christian
    Roy-Chowdhury, Amit K.
    COMPUTER VISION - ECCV 2016, PT IV, 2016, 9908 : 858 - 877