Laser & Optoelectronics Progress, Volume. 60, Issue 10, 1011002(2023)

Infrared Target Detection Method Based on Attention Mechanism

Xing Gu, Weida Zhan*, Ziwei Cui, Tingting Gui, Yanli Shi, and Jiahui Hu
Author Affiliations
  • School of Electronic Information Engineering, Changchun University of Science and Technology, Changchun 130022, Jilin, China
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    References(23)

    [1] Zhu D P, Zhan W D, Jiang Y C et al. MIFFuse: a multi-level feature fusion network for infrared and visible images[J]. IEEE Access, 9, 130778-130792(2021).

    [2] Zhang T, Zhang L. Multiscale feature fusion-based object detection algorithm[J]. Laser & Optoelectronics Progress, 58, 0215003(2021).

    [3] Cheng Y Q, Wang Y, Fan Y Y et al. Lightweight object detection network based on convolutional neural network[J]. Laser & Optoelectronics Progress, 58, 1610023(2021).

    [4] Wang Y S, Jia W J, Wang C F et al. Vehicle recognition method based on improved YOLOv3 algorithm[J]. Laser & Optoelectronics Progress, 58, 1610010(2021).

    [5] Jiang Y C, Liu Y Q, Zhan W D et al. Lightweight dual-stream residual network for single image super-resolution[J]. IEEE Access, 9, 129890-129901(2021).

    [6] Li Y N. A survey of research on deep learning target detection methods[J]. China New Telecommunications, 23, 159-160(2021).

    [7] Girshick R, Donahue J, Darrell T et al. Rich feature hierarchies for accurate object detection and semantic segmentation[C], 580-587(2014).

    [8] He K M, Zhang X Y, Ren S Q et al. Spatial pyramid pooling in deep convolutional networks for visual recognition[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 37, 1904-1916(2015).

    [9] Ren S Q, He K M, Girshick R et al. Faster R-CNN: towards real-time object detection with region proposal networks[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 39, 1137-1149(2017).

    [10] Liu W, Anguelov D, Erhan D et al. SSD: single shot MultiBox detector[M]. Leibe B, Matas J, Sebe N, et al. Computer vision-ECCV 2016. Lecture notes in computer science, 9905, 21-37(2016).

    [11] Redmon J, Divvala S, Girshick R et al. You only look once: unified, real-time object detection[C], 779-788(2016).

    [12] Qin P, Tang C M, Liu Y F et al. Infrared target detection method based on improved YOLOv3[J]. Computer Engineering, 48, 211-219(2022).

    [13] Ju M, Luo H B, Wang Z B et al. The application of improved YOLO V3 in multi-scale target detection[J]. Applied Sciences, 9, 3775(2019).

    [14] Lu L P, Li H S, Ding Z et al. An improved target detection method based on multiscale features fusion[J]. Microwave and Optical Technology Letters, 62, 3051-3059(2020).

    [15] Xu Y J, Li C. Light-weight object detection network optimized based on YOLO family[J]. Computer Science, 48, 265-269(2021).

    [16] Jiang R Q, Peng Y P, Xie W X et al. Improved YOLOv4 small target detection algorithm with embedded scSE module[J]. Journal of Graphics, 42, 546-555(2021).

    [18] Zheng Z H, Wang P, Liu W et al. Distance-IoU loss: faster and better learning for bounding box regression[J]. Proceedings of the AAAI Conference on Artificial Intelligence, 34, 12993-13000(2020).

    [20] Woo S, Park J, Lee J Y et al. CBAM: convolutional block attention module[M]. Ferrari V, Hebert M, Sminchisescu C, et al. Computer vision-ECCV 2018. Lecture notes in computer science, 11211, 3-19(2018).

    [21] Sandler M, Howard A, Zhu M L et al. MobileNetV2: inverted residuals and linear bottlenecks[C], 4510-4520(2018).

    [22] Qiao S Y, Chen L C, Yuille A. DetectoRS: detecting objects with recursive feature pyramid and switchable atrous convolution[C], 10208-10219(2021).

    [23] Yang M K, Yu K, Zhang C et al. DenseASPP for semantic segmentation in street scenes[C], 3684-3692(2018).

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    Xing Gu, Weida Zhan, Ziwei Cui, Tingting Gui, Yanli Shi, Jiahui Hu. Infrared Target Detection Method Based on Attention Mechanism[J]. Laser & Optoelectronics Progress, 2023, 60(10): 1011002

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    Paper Information

    Category: Imaging Systems

    Received: Dec. 20, 2021

    Accepted: Feb. 14, 2022

    Published Online: May. 23, 2023

    The Author Email: Zhan Weida (zhanweida@cust.edu.cn)

    DOI:10.3788/LOP213287

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