Electronics Optics & Control, Volume. 30, Issue 1, 92(2023)

U-Net Semantic Segmentation with ECA Attention Mechanism

WANG Ruishen1... SONG Gongfei1,2,3 and WANG Ming1 |Show fewer author(s)
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  • 1[in Chinese]
  • 2[in Chinese]
  • 3[in Chinese]
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    References(9)

    [4] [4] LONG J, SHELHAMER E, DARRELL T.Fully convolutional networks for semantic segmentation [J].IEEE Transactions on Pattern Analysis and Machine Intelligence, 2015, 39(4):640-651.

    [5] [5] RONNEBERGER O, FISCHER P, BROX T.U-Net:convolutional networks for biomedical image segmentation [C]//International Conference on Medical Image Computing and Computer-Assisted Intervention.Bern:Springer, 2015:234-241.

    [10] [10] SZEGEDY C, VANHOUCK V, IOFFE S, et al.Rethinking the inception architecture for computer vision [C]//IEEE Conference on Computer Vision and Pattern Recognition.Las Vegas, NV:IEEE, 2016:2818-2826.

    [11] [11] WANG Q L, WU B G, ZHU P F, et al.ECA-Net:efficient channel attention for deep convolutional neural networks[C]//Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR).Seattle, WA:IEEE, 2020.doi:10.1109/CVPR42600.2020.01155.

    [16] [16] LI X, WANG W H, HU X L, et al.Selective kernel networks[C]//Proceedings of IEEE/CVF Conference on Computer Vision and Pattern Recognition(CVPR).Long Beach, CA:IEEE, 2020.doi:10.1109/CVPR.2019.00060.

    [17] [17] ZHONG Z L, LIN Z Q, BIDART R, et al.Squeeze-and-attention networks for semantic segmentation[C]//Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition(CVPR).Seattle, WA:IEEE, 2020.doi:10.1109/CVPR42600.2020.01308.

    [18] [18] SONG K, YANG G W, WANG Q X, et al.Deep learning prediction of incoming rainfalls:an operational service for the city of Beijing China[C]//International Conference on Data Mining Workshops (ICDMW).Beijing:IEEE, 2019.doi:10.1109/ICDMW.2019.00036.

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    WANG Ruishen, SONG Gongfei, WANG Ming. U-Net Semantic Segmentation with ECA Attention Mechanism[J]. Electronics Optics & Control, 2023, 30(1): 92

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    Paper Information

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    Received: Oct. 21, 2021

    Accepted: --

    Published Online: Apr. 3, 2023

    The Author Email:

    DOI:10.3969/j.issn.1671-637x.2023.01.016

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