Infrared and Laser Engineering, Volume. 54, Issue 8, 20250217(2025)

Mural restoration via joint gated attention and residual dense transformer

Zhongmin LIU1、*, Yang LIU1, and Wenjin HU2
Author Affiliations
  • 1College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou 730050, China
  • 2College of Mathematic and Computer Science, Northwest Minzu University, Lanzhou 730030, China
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    References(26)

    [1] CHEN Yong, TAO Meifeng, ZHAO Mengxue. Structural-gating and texture-guided generative adversarial mural restoration[J]. Journal of Hunan University (Natural Sciences), 50, 1-11(2023).

    [2] LIANG Guoxing. Research on intelligent digital restoration of mural images[J]. Cultural Relics Identification and Appreciation, 16, 42-45(2022).

    [4] CAO Chengrui, LIU Weirong, SHI Changhong et al. Generative image inpainting with attention propagation[J]. Acta Automatica Sinica, 48, 1343-1352(2022).

    [6] [6] QIANG Z, HE L, XU D. Exemplarbased pixelbypixel inpainting based on patch shift [C]CCF Chinese Conference on Computer Vision, Springer, 2017, 772: 370–382.

    [7] [7] CHEN L, ZHANG H, XIAO J, et al. SCACNN: spatial channelwise attention in convolutional wks f image captioning [C]Proceedings of the IEEE Conference on Computer Vision Pattern Recognition, 2017: 56595667.

    [8] [8] YU J, LIN Z, YANG J, et al. Freefm image inpainting with gated convolution [C]Proceedings of the IEEECVF International Conference on Computer Vision, 2019: 44714480.

    [9] [9] LIU H, JIANG B, XIAO Y, et al. Coherent semantic attention f image inpainting [C]Proceedings of the IEEECVF International Conference on Computer Vision, 2019: 41704179.

    [10] [10] XU R, WANG X, CHEN K, et al. Positional encoding as spatial inductive bias in GANs [C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition, 2021: 1356913578.

    [13] [13] LI W, LIN Z, ZHOU K, et al. MAT: maskaware transfmer f large hole image inpainting [C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition, 2022: 1075810768.

    [14] CHEREL N, ALMANSA A, GOUSSEAU Y et al. Patch-based stochastic attention for image editing[J]. Computer Vision and Image Understanding, 238, 103866(2024).

    [15] [15] LIU H, WANG Y, QIAN B, et al. Structure matters: tackling the semantic discrepancy in diffusion models f image inpainting [C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition, 2024: 80388047.

    [16] [16] LEE H, KANG K, LEE H, et al. UGP: universal generative pri f image restation [C]Proceedings of the IEEECVF Winter Conference on Applications of Computer Vision, 2024: 15981608.

    [17] [17] YUE C, PENG Z, MA J, et al. Enhanced control f diffusion bridge in image restation [C]ICASSP 2025 IEEE International Conference on Acoustics, Speech Signal Processing (ICASSP), 2025: 15.

    [18] [18] ZHANG L, RAO A, AGRAWALA M. Adding conditional control to texttoimage diffusion models [C]Proceedings of the IEEECVF International Conference on Computer Vision, 2023: 38363847.

    [19] [19] SUSLADKAR O, DESHMUKH G, MAKWANA D, et al. GAF: A global Fourier selfattention based novel wk f multimodal downstream tasks [C]Proceedings of the IEEECVF Winter Conference on Applications of Computer Vision, 2023: 52425251.

    [21] [21] LI X, GUO Q, LIN D, et al. MISF: multilevel interactive siamese filtering f highfidelity image inpainting [C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition, 2022: 18691878.

    [23] [23] GUO X, YANG H, HUANG D. Image inpainting via conditional texture structure dual generation [C]Proceedings of the IEEECVF International Conference on Computer Vision, 2021: 1413414143.

    [25] [25] LIN J, WANG Y G, TANG W, et al. Multifeature colearning f image inpainting [C]2022 26th International Conference on Pattern Recognition (ICPR), 2022: 296302.

    [26] [26] KARRAS T, LAINE S, AILA T. A stylebased generat architecture f generative adversarial wks [C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition, 2019: 44014410.

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    Zhongmin LIU, Yang LIU, Wenjin HU. Mural restoration via joint gated attention and residual dense transformer[J]. Infrared and Laser Engineering, 2025, 54(8): 20250217

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    Paper Information

    Category: Optical imaging, display and information processing

    Received: Mar. 24, 2025

    Accepted: --

    Published Online: Aug. 29, 2025

    The Author Email: Zhongmin LIU (liuzhmx@163.com)

    DOI:10.3788/IRLA20250217

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