• Infrared and Laser Engineering
  • Vol. 50, Issue 3, 20200148 (2021)
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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    DOI: 10.3788/IRLA20200148 Cite this Article
    Zhoujuan Cui, Junshe An, Tianshu Cui. Siamese networks tracking algorithm integrating channel-interconnection-spatial attention[J]. Infrared and Laser Engineering, 2021, 50(3): 20200148 Copy Citation Text show less
    Framework of Siamese network
    Fig. 1. Framework of Siamese network
    Framework of algorithm
    Fig. 2. Framework of algorithm
    A set of feature maps extracted by VGG-Net-16
    Fig. 3. A set of feature maps extracted by VGG-Net-16
    Structure of CISAM
    Fig. 4. Structure of CISAM
    Grad-CAM network visualization results
    Fig. 5. Grad-CAM network visualization results
    Qualitative results display of the 6 tracking algorithms over partial video sequences
    Fig. 6. Qualitative results display of the 6 tracking algorithms over partial video sequences
    Tracking precision plots of OPE on OTB-2015 dataset
    Fig. 7. Tracking precision plots of OPE on OTB-2015 dataset
    Success plots of OPE on OTB-2015 dataset
    Fig. 8. Success plots of OPE on OTB-2015 dataset
    Tracking precision plots of 11 different attributes video sequences on OTB-2015 dataset
    Fig. 9. 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
    Fig. 10. Success plots of 11 different attributes video sequences on OTB-2015 dataset
    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 1. [in Chinese]
    DeviceProduct modelMemory
    CPUIntel(R)Core(TM)i7-970016G
    Basic frequency 3.0 GHz
    GPUNVIDIA GeForce RTX-20606G
    Table 2. [in Chinese]
    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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