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Acta Optica Sinica, Volume. 44, Issue 11, 1115001(2024)

Hyperspectral Target Tracking Based on Dimensionality Reduction of Structural Tensors and Improved Context-Aware Correlation Filter

Dong Zhao1,2, Bin Hu1,2, Yuchen Zhuang1, Xiang Teng3, Chao Wang1, Jia Li4, and Yecai Guo1,2、*
Author Affiliations
  • 1School of Electronics & Information Engineering, Nanjing University of Information Science & Technology, Nanjing 210044, Jiangsu, China
  • 2School of Electronics and Information Engineering, Wuxi University, Wuxi 214105, Jiangsu, China
  • 3School of Physics, Xidian University, Xian710071, Shaanxi, China
  • 4Department of Basic Sciences, Air Force Engineering University, Xi an 710051, Shaanxi, China
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    [1] Xiong F C, Zhou J, Qian Y T. Material based object tracking in hyperspectral videos[J]. IEEE Transactions on Image Processing, 29, 3719-3733(2020).

    [2] Xu Z C, Guo B F, Wu W H et al. Multi-scale feature extraction method of hyperspectral image with attention mechanism[J]. Laser & Optoelectronics Progress, 61, 0437010(2024).

    [3] Galoogahi H K, Fagg A, Lucey S. Learning background-aware correlation filters for visual tracking[C], 1144-1152(2017).

    [4] Zhang Z, Zhu X G, Zhao D et al. Hyperspectral video target tracking based on deep features with spectral matching reduction and adaptive scale 3D hog features[J]. Remote Sensing, 14, 5958(2022).

    [5] Zhao D, Zhu X G, Zhang Z et al. Hyperspectral video target tracking based on pixel-wise spectral matching reduction and deep spectral cascading texture features[J]. Signal Processing, 209, 109033(2023).

    [6] Lin B, Wang H T, Feng Q X. Object tracking algorithm based on dual-model competition mechanism[J]. Acta Electronica Sinica, 51, 1381-1387(2023).

    [7] Mueller M, Smith N, Ghanem B. Context-aware correlation filter tracking[C], 1387-1395(2017).

    [8] Saraee E, Jalal M, Betke M. Visual complexity analysis using deep intermediate-layer features[J]. Computer Vision and Image Understanding, 195, 102949(2020).

    [9] Guo D Y, Wang J, Cui Y et al. SiamCAR: Siamese fully convolutional classification and regression for visual tracking[C], 6268-6276(2020).

    [10] Gao T Z, Wang N, Cai J et al. Explicitly exploiting hierarchical features in visual object tracking[J]. Neurocomputing, 397, 203-211(2020).

    [11] Bolme D S, Beveridge J R, Draper B A et al. Visual object tracking using adaptive correlation filters[C], 2544-2550(2010).

    [12] Zhao D, Cao J L, Zhu X G et al. Hyperspectral video target tracking based on deep edge convolution feature and improved context filter[J]. Remote Sensing, 14, 6219(2022).

    [13] Uzkent B, Rangnekar A, Hoffman M J. Tracking in aerial hyperspectral videos using deep kernelized correlation filters[J]. IEEE Transactions on Geoscience and Remote Sensing, 57, 449-461(2019).

    [14] Li W, Hou Z F, Zhou J et al. SiamBAG: band attention grouping-based Siamese object tracking network for hyperspectral videos[J]. IEEE Transactions on Geoscience and Remote Sensing, 61, 5514712(2023).

    [15] Wu Y, Lim J, Yang M H. Online object tracking: a benchmark[C], 2411-2418(2013).

    [16] Liu Z Q, Zhong Y F, Wang X Y et al. Unsupervised deep hyperspectral video target tracking and high spectral-spatial-temporal resolution (H³) benchmark dataset[J]. IEEE Transactions on Geoscience and Remote Sensing, 60, 5513814(2021).

    [17] Qi M J, Liu L X, Li Y R et al. Design and experiment of push-broom hyperspectral microscopic imaging system[J]. Chinese Journal of Lasers, 49, 2007105(2022).

    [18] Liu J M, Zheng C, Zhang L M et al. Hyperspectral image classification method based on image reconstruction feature fusion[J]. Chinese Journal of Lasers, 48, 0910001(2021).

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    Dong Zhao, Bin Hu, Yuchen Zhuang, Xiang Teng, Chao Wang, Jia Li, Yecai Guo. Hyperspectral Target Tracking Based on Dimensionality Reduction of Structural Tensors and Improved Context-Aware Correlation Filter[J]. Acta Optica Sinica, 2024, 44(11): 1115001

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    Paper Information

    Category: Machine Vision

    Received: Jan. 9, 2024

    Accepted: Mar. 8, 2024

    Published Online: Jun. 12, 2024

    The Author Email: Guo Yecai (ycguo@nuist.edu.cn)

    DOI:10.3788/AOS240464

    Topics

    laser devices and laser physics
    Lasers and Laser Optics
    Laser physics
    laser manufacturing
    Instrumentation, Measurement and Metrology