• Electronics Optics & Control
  • Vol. 31, Issue 1, 117 (2024)
NIU Weihua1,2 and WEI Yali1
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
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    DOI: 10.3969/j.issn.1671-637x.2024.01.019 Cite this Article
    NIU Weihua, WEI Yali. Small Target Detection in Aerial Photography Images Based on Improved YOLOv7 Algorithm[J]. Electronics Optics & Control, 2024, 31(1): 117 Copy Citation Text show less
    References

    [1] GIRSHICK R.Fast R-CNN[C]//IEEE International Conference on Computer Vision(ICCV).Santiago:IEEE,2015:1440-1448.

    [2] REDMON J,DIVVALA S,GIRSHICK R,et al.You only look once:unified,real-time object detection[C]//IEEE Conference on Computer Vision and Pattern Recognition(CVPR).Las Vegas,NV:IEEE,2016:779-788.

    [3] LIU W,ANGUELOV D,ERHAN D,et al.SSD:single shot multibox detector[C]//European Conference on Computer Vision(ECCV).Cham:Springer,2016:21-37.

    [4] WU X,LI W,HONG D F,et al.Deep learning for UAV-based object detection and tracking:a survey[J].arXiv preprint arXiv:2110.12638.2021.

    [10] YANG F,FAN H,CHU P,et al.Clustered object detection in aerial images[C]//Proceedings of IEEE/CVF International Conference on Computer Vision(ICCV).Seoul:IEEE,2019:8310-8319.

    [13] WOO S,PARK J,LEE J Y,et al.CBAM:convolutional block attention module[C]//European Conference on Computer Vision (ECCV).Cham:Springer,2018:3-19.

    [14] ZHENG Z H,WANG P,REN D W,et al.Enhancing geometric factors in model learning and inference for object detection and instance segmentation[J].IEEE Transactions on Cybernetics,2022,52(8):8574-8586.

    [15] GEVORGYAN Z.SIoU loss:more powerful learning for bounding box regression[J].arXiv preprint arXiv:2205.12740.2022.

    [16] DU D,ZHU P,WEN L,et al.VisDrone-DET2019:the vision meets drone object detection in image challenge results[C]//Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops(ICCVW).Washington:IEEE,2019:213-226.

    [17] YU W P,YANG T J N,CHEN C.Towards resolving the challenge of long-tail distribution in UAV images for object detection[C]//Proceedings of the IEEE Winter Conference on Applications of Computer Vision(WACV).Waikoloa:IEEE,2021:3257-3266.

    [18] BOCHKOVSKIY A,WANG C Y,LIAO H Y M.YOLOv4:optimal speed and accuracy of object detection[J].arXiv preprint arXiv:2004.10934.2020.

    [20] WANG C Y,BOCHKOVSKIY A,LIAO H Y M.YOLOv7:trainable bag-of-freebies sets new state-of-the-art for real-time object detectors[J].arXiv preprint arXiv:2207.02696.2022.