Electronics Optics & Control, Volume. 32, Issue 3, 62(2025)
A Multi-scale Structure Image Deblurring Method Integrating Transformer
[1] [1] XU L,ZHENG S C,JIA J Y. Unnatural L0 sparse representation for natural image deblurring [C]//Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. Portland: IEEE,2013: 1107-1114.
[2] [2] BAI Y C,CHEUNG G,LIU X M,et al. Graph-based blind image deblurring from a single photograph [J]. IEEE Transactions on Image Processing,2018,28(3):1404-1418.
[4] [4] PAN J S,SUN D Q,PFISTER H,et al. Blind image deblurring using dark channel prior [C]//Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. Las Vegas: IEEE,2016: 1628-1636.
[5] [5] SUN J,CAO W F,XU Z B,et al. Learning a convolutional neural network for non-uniform motion blur removal [C]//Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. Boston: IEEE,2015: 769-777.
[6] [6] NAH S,HYUN K T,MU L K. Deep multi-scale convolutional neural network for dynamic scene deblurring [C]//Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. Honolulu: IEEE,2017: 3883-3891.
[7] [7] TAO X,GAO H Y,SHEN X Y,et al. Scale-recurrent network for deep image deblurring [C]//Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. Salt Lake City: IEEE,2018: 8174-8182.
[8] [8] GAO H Y,TAO X,SHEN X Y,et al. Dynamic scene deblurring with parameter selective sharing and nested skip connections [C]//Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. Long Beach: IEEE,2019: 3848-3856.
[9] [9] KUPYN O,BUDZAN V,MYKHAILYCH M,et al. DeblurGAN: blind motion deblurring using conditional adversarial networks [C]//Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. Salt Lake City: IEEE,2018: 8183-8192.
[10] [10] KUPYN O,MARTYNIUK T,WU J,et al. DeblurGAN-v2: deblurring (orders-of-magnitude) faster and better [C]//Proceedings of the IEEE/CVF International Conference on Computer Vision. Seoul: IEEE,2019: 8878-8887.
[11] [11] ZHANG K H,LUO W H,ZHONG Y R,et al. Deblurring by realistic blurring [C]//Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. Seattle: IEEE,2020: 2737-2746.
[12] [12] ZHANG H G,DAI Y C,LI H D,et al. Deep stacked hierarchical multi-patch network for image deblurring [C]//Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. Long Beach: IEEE,2019: 5978-5986.
[13] [13] ZOU W B,JIANG M C,ZHANG Y C,et al. SdWNet: a straight dilated network with wavelet transformation for image deblurring [C]//Proceedings of the IEEE/CVF International Conference on Computer Vision. Montreal: IEEE,2021: 1895-1904.
[14] [14] CHO S J,JI S W,HONG J P,et al. Rethinking coarse-to-fine approach in single image deblurring [C]//Proceedings of the IEEE/CVF International Conference on Computer Vision. Montreal: IEEE,2021: 4641-4650.
[15] [15] LIU Z,LIN Y T,CAO Y,et al. Swin transformer: hierarchical vision transformer using shifted windows [C]//Proceedings of the IEEE/CVF International Conference on Computer Vision. Montreal: IEEE,2021: 10012-10022.
[16] [16] LIANG J Y,CAO J Z,SUN G L,et al. Swinir: image restoration using swin transformer [C]//Proceedings of the IEEE/CVF International Conference on Computer Vision. Montreal: IEEE,2021: 1833-1844.
[17] [17] ZAMIR S W,ARORA A,KHAN S,et al. Restormer: efficient transformer for high-resolution image restoration [C]//Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. New Orleans: IEEE,2022: 5728-5739.
[18] [18] WANG Z H,CHEN J,HOI S C H. Deep learning for image super-resolution: a survey [J]. IEEE Transactions on Pattern Analysis and Machine Intelligence,2020,43(10): 3365-3387.
[19] [19] SHEN Z Y,WANG W G,LU X K,et al. Human-aware motion deblurring [C]//Proceedings of the IEEE/CVF International Conference on Computer Vision. Seoul: IEEE,2019: 5572-5581.
[20] [20] SETIADI D R I M. PSNR vs SSIM: imperceptibility quality assessment for image steganography [J]. Multimedia Tools and Applications,2021,80(6): 8423-8444.
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GUO Yecai, YANG Gang, MAO Xiangnan. A Multi-scale Structure Image Deblurring Method Integrating Transformer[J]. Electronics Optics & Control, 2025, 32(3): 62
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Received: Mar. 15, 2024
Accepted: Mar. 21, 2025
Published Online: Mar. 21, 2025
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