Semiconductor Optoelectronics, Volume. 45, Issue 6, 945(2024)

Light Weight Detection Algorithm for Small Target Insects Based on Lightweight Insect Detection-YOLO

CHEN Zhongju... LI Heping and XU Haoran |Show fewer author(s)
Author Affiliations
  • School of Computer Science, Yangtze University, Jingzhou 434023, CHN
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    References(12)

    [5] [5] Jiao L, Dong S, Zhang S, et al. AF-RCNN: An anchor-free convolutional neural network for multi-categories agricultural pest detection [J]. Computers and Electronics in Agriculture, 2020, 174: 105522.

    [11] [11] Lin T Y, Dollar P, Girshick R, et al. Feature pyramid networks for object detection [C]// Proc. of the IEEE Conference on Computer Vision and Pattern Recognition, 2017: 2117-2125.

    [12] [12] Han K, Wang Y, Tian Q, et al. Ghostnet: More features from cheap operations [C]// Proc. of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020: 1580-1589.

    [13] [13] Li H, Li J, Wei H, et al. Slim-neck by GSConv: A better design paradigm of detector architectures for autonomous vehicles [J]. arXiv preprint arXiv: 2206.02424, 2022.

    [15] [15] Srinivas A, Lin T Y, Parmar N, et al. Bottleneck transformers for visual recognition [C]// Proc. of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2021: 16519-16529.

    [16] [16] He K, Zhang X, Ren S, et al. Deep residual learning for image recognition [C]// Proc. of the IEEE Conference on Computer Vision and Pattern Recognition, 2016: 770-778.

    [17] [17] Liu Y C, Shao Z R, Teng Y Y, et al. NAM: normalization based attention module [EB/OL]. [2022-02-03].

    [19] [19] Howard A, Sandler M, Chu G, et al. Searching for mobilenetv3 [C]//Proc. of the IEEE/CVF Inter. Conf. on Computer Vision, 2019: 1314-1324.

    [20] [20] Zhang X, Zhou X, Lin M, et al. Shufflenet: An extremely efficient convolutional neural network for mobile devices [C]// Proc. of the IEEE Conf. on Computer Vision and Pattern Recognition, 2018: 6848-6856.

    [22] [22] Hu J, Shen L, Sun G. Squeeze-and-excitation networks [C]//Proc. of the IEEE Conf. on Computer Vision and Pattern Recognition, 2018: 7132-7141.

    [23] [23] Hou Q, Zhou D, Feng J. Coordinate attention for efficient mobile network design [C]// Proc. of the IEEE/CVF Conf. on Computer Vision and Pattern Recognition, 2021: 13713-13722.

    [24] [24] Woo S, Park J, Lee J Y, et al. Cbam: Convolutional block attention module [C]// Proc. of the European Conf. on Computer Vision (ECCV), 2018: 3-19.

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    CHEN Zhongju, LI Heping, XU Haoran. Light Weight Detection Algorithm for Small Target Insects Based on Lightweight Insect Detection-YOLO[J]. Semiconductor Optoelectronics, 2024, 45(6): 945

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    Paper Information

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    Received: Jun. 24, 2024

    Accepted: Feb. 28, 2025

    Published Online: Feb. 28, 2025

    The Author Email:

    DOI:10.16818/j.issn1001-5868.2024062401

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