Laser & Optoelectronics Progress, Volume. 58, Issue 22, 2215003(2021)

Multi-Level Features Cascade for Person Re-Identification Based on Attention Mechanism

Zhengyi Zhang, Jianwei Ding*, Huiwen Wei, and Xiaotong Xiao
Author Affiliations
  • College of Information and Cyber Security, People’s Public Security University of China, Beijing 100038, China
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    Figures & Tables(11)
    Structure of the AMFC algorithm
    Structure of the MFC-Net
    Structure of the PCAM
    Structure of the CAM
    Visualization results of the area of interest of different algorithms. (a) Original image; (b) Baseline; (c) Baseline with MFC-Net; (d) AMFC
    Processing results of different algorithms on the occlusion and camera viewing angle changes. (a) Baseline; (b) Baseline with MFC-Net; (c) AMFC
    Processing results of different algorithms on the images of various illumination. (a) Baseline; (b) Baseline with MFC-Net; (c) AMFC
    Processing results of different algorithms on images with similarly dressed person. (a) Baseline; (b) Baseline with MFC-Net; (c) AMFC
    • Table 1. Influence of MFC-Net on the performance of the algorithm unit: %

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      Table 1. Influence of MFC-Net on the performance of the algorithm unit: %

      AlgorithmMarket-1501DukeMTMC-ReIDCUHK03
      Rank-1mAPRank-1mAPRank-1mAP
      Baseline91.477.882.166.858.452.6
      MFC-Net93.283.585.673.065.060.6
      Baseline(+RK)93.290.387.584.569.770.7
      MFC-Net(+RK)94.592.289.186.475.576.2
    • Table 2. Influence of PCAM on algorithm performance unit: %

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      Table 2. Influence of PCAM on algorithm performance unit: %

      AlgorithmMarket-1501DukeMTMC-ReIDCUHK03
      Rank-1mAPRank-1mAPRank-1mAP
      MFC-Net93.283.585.673.065.060.6
      AMFC93.884.186.273.965.760.5
      MFC-Net(+RK)94.592.289.186.475.576.2
      AMFC(+RK)94.692.589.186.575.676.7
    • Table 3. Detection performance of different algorithms unit: %

      View table

      Table 3. Detection performance of different algorithms unit: %

      AlgorithmMarket-1501DukeMTMC-ReIDCUHK03
      Rank-1mAPRank-1mAPRank-1mAP
      SVDNet[16]82.362.176.756.840.937.8
      PCB[17]92.377.481.965.359.753.2
      PCB+RPP[17]93.881.683.369.262.856.7
      DaRe[18]89.076.080.264.560.264.5
      AlignedReID++[19]91.077.680.768.060.959.7
      CASN(PCB)[20]94.482.887.773.773.768.0
      AMFC(+RK)94.692.589.186.575.676.7
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    Zhengyi Zhang, Jianwei Ding, Huiwen Wei, Xiaotong Xiao. Multi-Level Features Cascade for Person Re-Identification Based on Attention Mechanism[J]. Laser & Optoelectronics Progress, 2021, 58(22): 2215003

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    Paper Information

    Category: Machine Vision

    Received: Nov. 30, 2020

    Accepted: Jan. 21, 2021

    Published Online: Nov. 10, 2021

    The Author Email: Jianwei Ding (jwding@foxmail.com)

    DOI:10.3788/LOP202158.2215003

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