YANG Qingyu, WANG Yongrang, LI Hao, TANG Shanjun, LI Fang, ZHANG Guohua. Adaptive Detection and Tracking Algorithm for Infrared Target Size Variation[J]. Infrared Technology , 2022, 44(11): 1176-1185.
Citation: YANG Qingyu, WANG Yongrang, LI Hao, TANG Shanjun, LI Fang, ZHANG Guohua. Adaptive Detection and Tracking Algorithm for Infrared Target Size Variation[J]. Infrared Technology , 2022, 44(11): 1176-1185.

Adaptive Detection and Tracking Algorithm for Infrared Target Size Variation

More Information
  • Received Date: July 02, 2022
  • Revised Date: August 09, 2022
  • In an actual scenario, as the detection distance decreases, the size of the infrared weak and small targets increases dynamically. Commonly used infrared weak and small target detection and tracking algorithms cannot continue to detect and track stably. To address these problems, we propose an adaptive infrared target size change detection and tracking method. The initial screening of weak and small targets is realized with the help of a low threshold signal-to-noise ratio and circumvents the missed detection and false detection of large targets via adaptive size segmentation. Subsequently, we built an alternative target library. Finally, the Kalman algorithm model was adopted to predict the motion trajectory, complete the small-scale wave-gate detection, and realize target tracking. Compared with the DBT conventional detection and tracking algorithm, our method considers the detection and tracking of weak and small targets and large-sized targets simultaneously. In the selected scene, where the target size dynamically increases, the detection and tracking rate of the algorithm in this study is improved by approximately 10%.
  • [1]
    BAI Xiangzhi, ZHANG Shan, DU Binbin, et al. Survey on dim small target detection in clutter background: wavelet, inter-frame and filter based algorithms[J]. Procedia Engineering, 2011, 15: 479-483. DOI: 10.1016/j.proeng.2011.08.091
    [2]
    MING Z, LI J, ZHANG P. The design of Top-Hat morphological filter and application to infrared target detection[J]. Infrared Physics & Technology, 2006, 48(1): 67-76.
    [3]
    FAN Q, YANG Y, ZOU E B. A novel infrared target detection and tracking method[C]// Seventh Symposium on Novel Photoelectronic Detection Technology and Application, 2020: 117631L.
    [4]
    王莹莹, 张永顺, 华永伟. 红外目标检测方法分析[J]. 红外技术, 2011, 33(3): 133-140. DOI: 10.3969/j.issn.1001-8891.2011.03.002

    WANG Y Y, ZHANG Y S, HUA Y W. Analysis on infrared target detection methods[J]. Infrared Technology, 2011, 33(3): 133-140. DOI: 10.3969/j.issn.1001-8891.2011.03.002
    [5]
    王翔. 一种复杂海空背景下的红外小目标检测跟踪算法[J]. 光学与光电技术, 2022, 20(2): 113-119. https://www.cnki.com.cn/Article/CJFDTOTAL-GXGD202202014.htm

    WANG X. A detection and tracking algorithm for infrared small target in complex sea sky background[J]. Optics & Optoelectronic Technology, 2022, 20(2): 113-119. https://www.cnki.com.cn/Article/CJFDTOTAL-GXGD202202014.htm
    [6]
    ZHAO T, WANG T, CAO Y, et al. Infrared dim and small target detection and tracking based on single multi-frame algorithm under sea clutter background[C]// 2019 Chinese Control Conference (CCC), 2019: 402-407.
    [7]
    郭伟, 赵亦工, 谢振华. 一种改进的红外图像归一化互相关匹配算法[J]. 光子学报, 2009, 38(1): 189-193. https://www.cnki.com.cn/Article/CJFDTOTAL-GZXB200901040.htm

    GUO W, ZHAO Y G, XIE Z H. An Improved normalized cross-correlation for template matching of infrared image[J]. Acta Photonica Sinica, 2009, 38(1): 189-193. https://www.cnki.com.cn/Article/CJFDTOTAL-GZXB200901040.htm
    [8]
    张晋, 王元余, 林丹丹, 等. 基于相关滤波的红外目标跟踪抗遮挡处理[J]. 红外技术, 2022, 44(3): 277-285. https://www.cnki.com.cn/Article/CJFDTOTAL-HWJS202203015.htm

    ZHANG J, WANG Y Y, LIN D D, et al. Anti-occlusion process of infrared target tracking based on correlation filters[J]. Infrared Technology, 2022, 44(3): 277-285. https://www.cnki.com.cn/Article/CJFDTOTAL-HWJS202203015.htm
    [9]
    王曙光, 石胜斌, 胡春生. 一种对空红外弱小目标检测跟踪方法研究[J]. 红外技术, 2020, 42(4): 356-360. https://www.cnki.com.cn/Article/CJFDTOTAL-HWJS202004008.htm

    WANG Y G, SHI S B, HU C S. Detection and tracking method for infrared dim small targets in air[J]. Infrared Technology, 2020, 42(4): 356-360. https://www.cnki.com.cn/Article/CJFDTOTAL-HWJS202004008.htm
    [10]
    杨昳, 徐长彬, 马玉莹, 等. 低信噪比下的红外弱小目标检测算法研究综述[J]. 激光与红外, 2019, 49(6): 643-649. https://www.cnki.com.cn/Article/CJFDTOTAL-JGHW201906002.htm

    YANG Y, XU C B, MA Y Y, et al. A review of infrared dim small target detection algorithms with low SNR[J]. Laser & Infrared, 2019, 49(6): 643-649. https://www.cnki.com.cn/Article/CJFDTOTAL-JGHW201906002.htm
    [11]
    宋敏敏, 王爽, 吕弢, 等. 一种天地复杂背景下的红外弱小目标检测方法[J]. 红外技术, 2018, 40(10): 996-1001. http://hwjs.nvir.cn/article/id/hwjs201810011

    SONG M M, WANG S, LYU T, et al. A method for infrared dim target detection in complex scenes of sky and ground[J]. . Infrared Technology, 2018, 40(10): 996-1001 http://hwjs.nvir.cn/article/id/hwjs201810011
    [12]
    施元斌, 张晓杰, 王兴. 基于梯度和各向异性扩散的红外双波段目标检测方法[J]. 空天防御, 2021, 4(4): 95-100. https://www.cnki.com.cn/Article/CJFDTOTAL-KTFY202104014.htm

    SHI Y B, ZHANG X J, WANG X. Infrared dual-band target detection method based on gradient and anisotropic diffusion[J]. Air & Space Defense, 2021, 4(4): 95-100. https://www.cnki.com.cn/Article/CJFDTOTAL-KTFY202104014.htm
    [13]
    LI Z M, MEI L F, SONG M. A survey on infrared weak small target detection method[J]. Advanced Materials Research, 2014, 945-949: 1558-1560.
    [14]
    施天俊, 鲍广震, 王福海, 等. 一种适用于多场景的红外弱小目标检测跟踪算法[J]. 航空兵器, 2019, 26(6): 35-42. https://www.cnki.com.cn/Article/CJFDTOTAL-HKBQ201906007.htm

    SHI T J, BAO G Z, WANG F H, et al. An infrared small target detection and tracking algorithm applying for multiple scenarios[J]. Aero Weaponry, 2019, 26(6): 35-42. https://www.cnki.com.cn/Article/CJFDTOTAL-HKBQ201906007.htm
    [15]
    李静. 基于区域生长和背景配准的低信噪比红外目标检测算法[J]. 红外技术, 2014, 36(11): 909-913. http://hwjs.nvir.cn/article/id/hwjs201411011

    LI J. Detection method of moving infrared target integrating based on region growing and background[J]. Infrared Technology, 2014, 36(11): 909-913. http://hwjs.nvir.cn/article/id/hwjs201411011
  • Related Articles

    [1]WANG Shuguang, SHI Shengbin, HU Chunsheng. Detection and Tracking Method for Infrared Dim Small Targets in Air[J]. Infrared Technology , 2020, 42(4): 356-360.
    [2]A Novel Algorithm for Efficient Multi-object Detection and Tracking for Infrared Dynamic Frames[J]. Infrared Technology , 2018, 40(3): 259-263.
    [3]WANG Desheng, WU Zhongjian, YAO Xiujuan, JIN Daizhong, LU Hongchao. Method for Detecting Image Corners Using Adaptive Determining Tracking Template[J]. Infrared Technology , 2017, 39(7): 638-641.
    [4]GU Keke, FU Weiwei, DONG Yuefang, XU Yi, CHEN Wenjian. Rapid Pupil Detection Based on Improved Contour Tracking[J]. Infrared Technology , 2017, 39(6): 574-578.
    [5]LYU Gaojie, MAO Xin, HU Yinji, JIA Congle. One Method to Detect Tracking Occlusions Based on Evaluation Forward and Backward Errors[J]. Infrared Technology , 2016, 38(4): 337-341,347.
    [6]JIN Guang-zhi, SHI Lin-suo, ZHENG Feng-shou, BAI Xiang-feng, LI Jian-yi. Moving Objects Detecting and Tracking for Fighting Shadow and Occlusion[J]. Infrared Technology , 2011, 33(8): 483-488. DOI: 10.3969/j.issn.1001-8891.2011.08.012
    [7]WANG Ji-ping, SUN Hua-yan, ZHANG Xi. Infrared Small Target Detection and Tracking Based on Improved Particle Filter Algorithm[J]. Infrared Technology , 2011, 33(5): 267-270,274. DOI: 10.3969/j.issn.1001-8891.2011.05.005
    [8]CHEN Yuan-lin, TANG Xin-yi. The VDK Real-time Operating Core Application in Infrared-target Detection and Tracking System[J]. Infrared Technology , 2009, 31(10): 573-576. DOI: 10.3969/j.issn.1001-8891.2009.10.004
    [9]ZHANG Hui-juan, LIANG Yan, CHENG Yong-mei, PAN Quan, ZHANG Hong-cai. Advances on Track before Detect for Dim Small Moving Target Detection[J]. Infrared Technology , 2006, 28(7): 423-430. DOI: 10.3969/j.issn.1001-8891.2006.07.013
    [10]An Algorithm Based on Time-Domain Kalman Predictor for Infrared Small Targets Detection[J]. Infrared Technology , 2004, 26(5): 22-24. DOI: 10.3969/j.issn.1001-8891.2004.05.006

Catalog

    Article views (167) PDF downloads (43) Cited by()
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return