Laser Journal, Volume. 45, Issue 4, 121(2024)

Super-resolution reconstruction of images based on multi-scale feature aggregation

WANG Qingqing1...2, XIN Yuelan1,2,*, SHENG Yue1,2, and XIE Qiqi12 |Show fewer author(s)
Author Affiliations
  • 1School of Computer Science, Qinghai Normal University, Xining 810001, China
  • 2State Key Laboratory of Intelligent Information Processing and Applications in Tibetan, Xining 810001, China
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    References(7)

    [1] [1] Zhu S, Zeng B, Liu G, et al. Image in-terpolation based on non-local geometric similarities[C]//2015 IEEE International conference on multimedia and expo (ICME). IEEE, 2015: 1-6.

    [2] [2] Ledig C, Theis L, Huszár F, et al. Photo-realistic single image super-resolution using a generative adversarial network[C]//Proceedings of the IEEE conference on computer vision and pattern recognition. 2017: 4681-4690.

    [3] [3] Soh J W, Park G Y, Jo J, et al. Natural and realistic single image super - resolution with explicit natural manifold discrimination[C]//Proceedings of the IEEE/CVF conference on computer vision and pattern recognition. 2019: 8122-8131.

    [8] [8] Shi W, Caballero J, Huszár F, et al. Real-time single image and video super-resolution using an efficient sub-pixel convolutional neural network[C]//Proceedings of the IEEE conference on computer vision and pattern recognition. 2016: 1874-1883.

    [12] [12] Vaswani A, Shazeer N, Parmar N, et al. Attention is all you need[C]//Advances in neural information processing systems. 2017: 5998-6008.

    [14] [14] Cheng W, Zhao M, Ye Z, et al. Mfagan: A compression framework for memory-efficient on-device super-resolution gan[J]. arXiv preprint arXiv:2107.12679, 2021.

    [16] [16] Goodfellow I, Pouget-Abadie J, Mirza M, et al. Generative adversarial networks[J]. Communications of the ACM, 2020, 63(11): 139-144.

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    WANG Qingqing, XIN Yuelan, SHENG Yue, XIE Qiqi. Super-resolution reconstruction of images based on multi-scale feature aggregation[J]. Laser Journal, 2024, 45(4): 121

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    Paper Information

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    Received: Sep. 13, 2023

    Accepted: Nov. 26, 2024

    Published Online: Nov. 26, 2024

    The Author Email: Yuelan XIN (xinyue001112@163.com)

    DOI:10.14016/j.cnki.jgzz.2024.04.121

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