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Chinese Journal of Liquid Crystals and Displays, Volume. 38, Issue 1, 128(2023)

Aircraft target detection method based on improved SSD

Jing LI1,2、*, Jia-cheng YU1, and Ling-ling ZHANG2
Author Affiliations
  • 1College of Electronic Information Engineering，Xi'an Technological University，Xi'an 710021，China
  • 2College of Ordnance Science and Technology，Xi'an Technological University，Xi'an 710021，China
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    [1] CHEN J F, LU K Y, WANG J X. Research on UAV image recognition based on convolutional neural network[C](2020).

    [2] AYAMGA M, AKABA S, NYAABA A A. Multifaceted applicability of drones: a review[J]. Technological Forecasting and Social Change, 167, 120677(2021).

    [3] ZHANG K, YANG C K, ZHOU C P et al. Review of moving targetdetection algorithms for UAV video images[J]. Chinese Journal of Liquid Crystals and Displays, 34, 98-109(2019).

    [4] CARION N, MASSA F, SYNNAEVE G et al. End-to-end object detection with transformers[C], 213-229(2020).

    [5] JOSEPH K J, KHAN S, KHAN F S et al. Towards open world object detection[C], 5830-5840(2021).

    [6] WU Y, CHEN Y P, YUAN L et al. Rethinking classification and localization for object detection[C], 10186-10195(2020).

    [7] DANELLJAN M, VAN GOOL L, TIMOFTE R. Probabilistic regression for visual tracking[C], 7183-7192(2020).

    [8] HE Y T, CHE J, WU J M. Pedestrian multi-target tracking method based on YOLOv5 and person re-identification[J]. Chinese Journal of Liquid Crystals and Displays, 37, 880-890(2022).

    [9] WANG H T, GUO Z H. Improved SSD based aircraft remote sensing image target detection[J]. Chinese Journal of Liquid Crystals and Displays, 37, 116-127(2022).

    [10] ZHU W, WANG L K, JIN Z B et al. Lightweight small object detection network with attention mechanism[J]. Optics and Precision Engineering, 30, 998-1010(2022).

    [11] REN B, WANG Y Q, CONG Z et al. Design of aerial image target detection system based on MPSOC[J]. Chinese Journal of Liquid Crystals and Displays, 36, 1006-1017(2021).

    [12] GIRSHICK R, DONAHUE J, DARRELL T et al. Region-based convolutional networks for accurate object detection and segmentation[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 38, 142-158(2016).

    [13] 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).

    [14] REDMON J, DIVVALA S, GIRSHICK R et al. You only look once: unified, real-time object detection[C], 779-788(2016).

    [15] REDMON J, FARHADI A. YOLO9000: better, faster, stronger[C], 7263-7271(2017).

    [16] REDMON J, FARHADI A. YOLOv3: an incremental improvement[J]. arXiv, 1804.02767(2018).

    [17] LIU W, ANGUELOV D, ERHAN D et al. SSD: single shot MultiBox detector[C], 21-37(2016).

    [18] JEONG J, PARK H, KWAK N. Enhancement of SSD by concatenating feature maps for object detection[C](2017).

    [19] LIN T Y, DOLLÁR P, GIRSHICK R et al. Feature pyramid networks for object detection[C], 2117-2125(2017).

    [20] FU C Y, LIU W, RANGA A et al. DSSD: Deconvolutional single shot detector[J]. arXiv, 1701.06659(2017).

    [21] CHEN X, WAN M J, MA C et al. Recognition of small targets in remote sensing image using multi-scale feature fusion-based shot multi-box detector[J]. Optics and Precision Engineering, 29, 2672-2682(2021).

    [22] PARK J, WOO S, LEE J Y et al. BAM: Bottleneck attention module[J]. arXiv, 1807.06514(2018).

    [23] HU J, SHEN L, ALBANIE S et al. Squeeze-and-excitation networks[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 42, 2011-2023(2020).

    [24] SELVARAJU R R, COGSWELL M, DAS A et al. Grad-CAM: visual explanations from deep networks via gradient-based localization[J]. International Journal of Computer Vision, 128, 336-359(2020).

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    Jing LI, Jia-cheng YU, Ling-ling ZHANG. Aircraft target detection method based on improved SSD[J]. Chinese Journal of Liquid Crystals and Displays, 2023, 38(1): 128

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    Paper Information

    Category: Research Articles

    Received: May. 31, 2022

    Accepted: --

    Published Online: Feb. 20, 2023

    The Author Email: Jing LI (840407561@qq.com)

    DOI:10.37188/CJLCD.2022-0183

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