Infrared and Laser Engineering, Volume. 50, Issue 3, 20200148(2021)

Siamese networks tracking algorithm integrating channel-interconnection-spatial attention

Zhoujuan Cui1,2, Junshe An1, and Tianshu Cui1,2
Author Affiliations
  • 1Key Laboratory of Electronics and Information Technology for Space Systems, National Space Science Center, Chinese Academy of Sciences, Beijing 100190, China
  • 2University of Chinese Academy of Sciences, Beijing 100049, China
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    Figures & Tables(12)
    Framework of Siamese network
    Framework of algorithm
    A set of feature maps extracted by VGG-Net-16
    Structure of CISAM
    Grad-CAM network visualization results
    Qualitative results display of the 6 tracking algorithms over partial video sequences
    Tracking precision plots of OPE on OTB-2015 dataset
    Success plots of OPE on OTB-2015 dataset
    Tracking precision plots of 11 different attributes video sequences on OTB-2015 dataset
    Success plots of 11 different attributes video sequences on OTB-2015 dataset
    • Table 1. [in Chinese]

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      Table 1. [in Chinese]

      Layer nameKernel sizeChan. mapTemplate sizeSearch sizeChannel outputStrideCISAM
      Input127×127255×2553-No
      Conv1_13×364×3125×125253×253641No
      Conv1_23×364×64123×123251×251641No
      Pool12×261×61125×125642No
      Conv2_13×3128×6459×59123×1231281No
      Conv2_23×3128×12857×57121×1211281Yes
      Pool22×228×2860×601282No
      Conv3_13×3256×12826×2658×582561No
      Conv3_23×3256×25624×2456×562561No
      Conv3_33×3256×25622×2254×542561Yes
      Pool32×211×1127×272562No
      Conv4_13×3512×2569×925×255121No
      Conv4_23×3512×5127×723×235121No
      Conv4_33×3512×5125×521×215121Yes
    • Table 2. [in Chinese]

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      Table 2. [in Chinese]

      DeviceProduct modelMemory
      CPUIntel(R)Core(TM)i7-970016G
      Basic frequency 3.0 GHz
      GPUNVIDIA GeForce RTX-20606G
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    Zhoujuan Cui, Junshe An, Tianshu Cui. Siamese networks tracking algorithm integrating channel-interconnection-spatial attention[J]. Infrared and Laser Engineering, 2021, 50(3): 20200148

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    Paper Information

    Category: Image processing

    Received: Apr. 26, 2020

    Accepted: --

    Published Online: Jul. 15, 2021

    The Author Email:

    DOI:10.3788/IRLA20200148

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