Infrared and Laser Engineering, Volume. 54, Issue 2, 20240525(2025)

Hyperspectral target tracking based on siamese fusion with spectral segmentation

Yongxin WANG, Huilin XIA, He JIANG, and Qing WU
Author Affiliations
  • Key Laboratory of Measurement and Control Technology and Instrumentation of Heilongjiang Province, Harbin University of Science and Technology, Harbin 150080, China
  • show less
    References(20)

    [1] KUMAR M, MONDAL S. Recent developments on target tracking problems: A review[J]. Ocean Engineering, 236, 109558(2021).

    [2] ZHANG Jinpu, WANG Yuehuan. A review of siamese network tracking algorithms with fusion detection technologies[J]. Infrared and Laser Engineering, 51, 20220042(2022).

    [3] SUN C, WANG X, LIU Z et al. Siamohot: A lightweight dual siamese network for onboard hyperspectral object tracking via joint spatial-spectral knowledge distillation[J]. IEEE Transactions on Geoscience and Remote Sensing, 61, 4304-4316(2023).

    [4] [4] HE A, LUO C, TIAN X, et al. A twofold siamese wk f realtime object tracking [C]Proceedings of the IEEE Conference on Computer Vision Pattern Recognition, 2018: 48344843.

    [5] SUN Mengyu, WANG Peng, XU Junqi et al. Adaptive information selection for infrared object tracking with variable scale correlation filter[J]. Acta Photonica Sinica, 52, 1210003-238(2023).

    [6] LIU Chunyu, DING Yi, LIU Shuai et al. Development status and trends of filter spectrometer hyperspectral cameras[J]. Infrared and Laser Engineering, 51, 20210981(2022).

    [8] LIU Jiamin, ZHENG Chao, ZHANG Limei et al. Hyperspectral image classification method based on image reconstruction feature fusion[J]. Chinese Journal of Lasers, 48, 0910001(2021).

    [9] XIONG F, ZHOU J, QIAN Y. Material based object tracking in hyperspectral videos[J]. IEEE Transactions on Image Processing, 29, 3719-3733(2020).

    [10] ZHAO D, ZHU X, 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).

    [11] ZHANG Z, HU B, WANG M et al. Hyperspectral video tracker based on spectral deviation reduction and a double siamese network[J]. Remote Sensing, 15, 1579(2023).

    [12] PEI Xiaofang, ZHANG Haorui, XIA Huilin et al. Hyperspectral target tracking based on deep spectral ternary cascade features[J]. Laser and Optoelectronics Progress, 61, 1-14(2024).

    [13] [13] WU Y, LIM J, YANG M H. Online object tracking: A benchmark[C]Proceedings of the IEEE Conference on Computer Vision Pattern Recognition. 2013: 24112418.

    [14] [14] WANG M, LIU Y, HUANG Z. Large margin object tracking with circulant feature maps [C]Proceedings of the IEEE Conference on Computer Vision Pattern Recognition, 2017: 40214029.

    [15] YI Quan, ZHANG Yuhang, ZONG Yantao et al. A survey of hyperspectral image classification algorithms based on convolutional neural networks[J]. Electronics Optics and Control, 30, 70-77(2023).

    [16] [16] BERTITO L, VALMADRE J, HENRIQUES J F, et al. Fullyconvolutional siamese wks f object tracking [C]Computer Vision–ECCV 2016 Wkshops: Amsterdam, 2016: 850865.

    [17] [17] ZHANG Z, QIAN K, DU J, et al. Multifeatures integration based hyperspectral videos tracker[C]2021 11th Wkshop on Hyperspectral Imaging Signal Processing: Evolution in Remote Sensing (WHISPERS), IEEE, 2021: 15.

    [18] LI W, HOU Z, 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, 1-12(2023).

    [19] CHEN Z, ZHONG B, LI G et al. SiamBAN : Target-aware tracking with siamese box adaptive network[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 45, 5158-5173(2022).

    [20] [20] GUO D, WANG J, CUI Y, ET al. SiamCAR : Siamese fully convolutional classification regression f visual tracking [C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition, 2020: 6269 6277.

    Tools

    Get Citation

    Copy Citation Text

    Yongxin WANG, Huilin XIA, He JIANG, Qing WU. Hyperspectral target tracking based on siamese fusion with spectral segmentation[J]. Infrared and Laser Engineering, 2025, 54(2): 20240525

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category:

    Received: Nov. 11, 2024

    Accepted: --

    Published Online: Mar. 14, 2025

    The Author Email:

    DOI:10.3788/IRLA20240525

    Topics