• Infrared and Laser Engineering
  • Vol. 52, Issue 8, 20230245 (2023)
Xuezhi Zhang1, Hongdong Zhao1,2, Weina Liu1, Yiming Zhao1, and Song Guan2
Author Affiliations
  • 1School of Electronic and Information Engineering, Hebei University of Technology, Tianjin 300401, China
  • 2National Key Laboratory of Electromagnetic Space Security, Tianjin 300308, China
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    DOI: 10.3788/IRLA20230245 Cite this Article
    Xuezhi Zhang, Hongdong Zhao, Weina Liu, Yiming Zhao, Song Guan. An infrared vehicle detection method based on improved YOLOv5[J]. Infrared and Laser Engineering, 2023, 52(8): 20230245 Copy Citation Text show less
    References

    [1] X X Zhang, X Zhu. An efficient and scene-adaptive algorithm for vehicle detection in aerial images using an improved YOLOv3 framework. ISPRS International Journal of Geo-information, 8, 483(2019).

    [2] Q F Zhu, H F Zheng, Y B Wang, et al. Study on the evaluation method of sound phase cloud maps based on an improved YOLOv4 algorithm. Sensors, 20, 4314(2020).

    [3] Girshick R, Donahue J, Darrell T, et al. Rich feature hierarchies f accurate object detection semantic segmentation[C]2014 IEEE Conference on Computer Vision Pattern Recognition (CVPR), 2014: 580587.

    [4] Girshick R. Fast RCNN [C]2015 IEEE International Conference on Computer Vision (ICCV), 2015: 14401448.

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

    [6] Liu W, Anguelov D, Erhan D, et al. SSD: Single shot multibox detect [C]Computer VisionECCV 2016, 2016, 9905: 2137.

    [7] Redmon J, Divvala S, Girshick R, et al. You only look once: unified, realtime object detection [C]Proceedings of the IEEE Conference on Computer Vision Pattern Recognition, 2016: 779788.

    [8] Redmon J, Farhadi A. YOLO9000: better, faster, stronger [C]30th IEEE Conference on Computer Vision Pattern Recognition (CVPR 2017), 2017: 65176525.

    [9] S Li, Y Li, Y Li, et al. YOLO-FIRI: improved YOLOv5 for infrared image object detection. IEEE Access, 9, 141861-141875(2021).

    [10] L Zhou, S Gao, S Wang, et al. IPD-Net: infrared pedestrian detection network via adaptive feature extraction and coordinate information fusion. Sensors, 22, 8966(2022).

    [11] Y Bai, R Li, S Gou, et al. Cross-connected bidirectional pyramid network for infrared small-dim target detection. IEEE Geoscience and Remote Sensing Letters, 19, 7506405(2022).

    [12] G Lv, L Dong, J Liang, et al. Novel asymmetric pyramid aggregation network for infrared dim and small target detection. Remote Sensing, 14, 5643(2022).

    [13] S Du, P Zhang, B Zhang, et al. Weak and occluded vehicle detection in complex infrared environment based on improved YOLOv4. IEEE Access, 9, 25671-25680(2021).

    [14] Long Y, Jin D, Wu Z, et al. Accurate identification of infrared ship in islshe background based on visual attention [C]2022 IEEE AsiaPacific Conference on Image Processing, Electronics Computers (IPEC), 2022: 800806.

    [15] Z Xu, J Zhuang, Q Liu, et al. Benchmarking a large-scale FIR dataset for on-road pedestrian detection. Infrared Physics & Technology, 96, 199-208(2019).

    [16] Karasawa T, Watanabe K, Ha Q, et al. Multispectral object detection f autonomous vehicles [C]Proceedings of The Thematic Wkshops of ACM Multimedia 2017 (Thematic Wkshops'' 17), 2017: 3543.

    [17] Hu J, Shen L, Sun G, et al. Squeezeexcitation wks [C]2018 IEEECVF Conference on Computer Vision Pattern Recognition (CVPR), 2018: 71327141.

    [18] Woo S, Park J, Lee JY, et al. CBAM: convolutional block attention module [C]Computer VisionECCV 2018, PT VII, 2018, 11211: 319.

    [19] Hou Q, Zhou D, Feng J, et al. Codinate attention f efficient mobile wk design [C]2021 IEEECVF Conference on Computer Vision Pattern Recognition, CVPR 2021, 2021: 1370813717.

    [20] J Y Song, Y Zhao, W L Song, et al. Fisheye image detection of trees using improved YOLOX for tree height estimation. Sensors, 22, 3636(2022).

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    Xuezhi Zhang, Hongdong Zhao, Weina Liu, Yiming Zhao, Song Guan. An infrared vehicle detection method based on improved YOLOv5[J]. Infrared and Laser Engineering, 2023, 52(8): 20230245
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