Infrared and Laser Engineering, Volume. 51, Issue 10, 20220018(2022)

Image deblurring via multi-scale feature fusion and multi-input multi-output encoder-decoder

Qian Zhao, Dongming Zhou, Hao Yang, Changcheng Wang, and Miao Li
Author Affiliations
  • School of Information Science & Engineering, Yunnan University, Kunming 650504, China
  • show less
    References(31)

    [1] [1] Bochkovskiy A, Wang C Y, Liao H Y M. Yolov4: Optimal speed accuracy of object detection[DBOL]. (20200423)[20220106]. https:doi.g10.48550arXiv.2004.10934.

    [2] Weipeng Li, Xiaogang Yang, Chuanxiang Li, et al. An improved semi-supervised transfer learning method for infrared object detection neural network. Infrared and Laser Engineering, 50, 20200511(2021).

    [3] [3] Zhang X, Xu H, Mo H, et al. Dcnas: Densely connected neural architecture search f semantic image segmentation[C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition. 2021: 1395613967.

    [4] [4] Wang Z, Zheng L, Liu Y, et al. Towards realtime multiobject tracking[C]Computer Vision–ECCV 2020, 2020: 107122.

    [5] [5] Nah S, Hyun Kim T, Mu Lee K. Deep multiscale convolutional neural wk f dynamic scene deblurring[C]Proceedings of the IEEE Conference on Computer Vision Pattern Recognition. 2017: 38833891.

    [6] Di Wu, Hongtian Zhao, Shibao Zheng. Motion deblurring method based on DenseNets. Journal of Image and Graphics, 25, 890-899(2020).

    [7] L Yuan, J Sun, L Quan, et al. Image deblurring with blurred/noisy image pairs. ACM Transactions on Graphics, 26, 1-es(2007).

    [8] O Whyte, J Sivic, A Zisserman, et al. Non-uniform deblurring for shaken images. International Journal of Computer Vision, 98, 168-186(2012).

    [9] [9] Xu L, Zheng S, Jia J. Unnatural l0 sparse representation f natural image deblurring[C]Proceedings of the IEEE Conference on Computer Vision Pattern Recognition. 2013: 11071114.

    [10] Sha Wang, Yueting Chen, Huajun Feng, et al. TwIST-TV regularization based image deblurring method. Infrared and Laser Engineering, 43, 2000-2006(2014).

    [11] [11] Hu Z, Cho S, Wang J, et al. Deblurring lowlight images with light streaks[C]Proceedings of the IEEE Conference on Computer Vision Pattern Recognition. 2014: 33823389.

    [12] [12] Pan J, Sun D, Pfister H, et al. Blind image deblurring using dark channel pri[C]Proceedings of the IEEE Conference on Computer Vision Pattern Recognition. 2016: 16281636.

    [13] [13] Sun J, Cao W, Xu Z, et al. Learning a convolutional neural wk f nonunifm motion blur removal[C]Proceedings of the IEEE Conference on Computer Vision Pattern Recognition. 2015: 769777.

    [14] X Mao, C Shen, Y B Yang. Image restoration using very deep convolutional encoder-decoder networks with symmetric skip connections. Advances in Neural Information Processing Systems, 29, 2802-2810(2016).

    [15] [15] Gong D, Yang J, Liu L, et al. From motion blur to motion flow: A deep learning solution f removing heterogeneous motion blur[C]Proceedings of the IEEE Conference on Computer Vision Pattern Recognition. 2017: 23192328.

    [16] Pengfei Liu, Huaici Zhao, Feidao Cao. Blind deblurring of noisy and blurry images of multi-scale convolutional neural network. Infrared and Laser Engineering, 48, 0426001(2019).

    [17] Qingjiang Chen, Qiannan Hu, Jinyang Li. Image deblurring based on multi-scale alternating connection residual network. Optics and Precision Engineering, 29, 1686-1694(2021).

    [18] [18] Zamir S W, Ara A, Khan S, et al. Multistage progressive image restation[C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition. 2021: 1482114831.

    [19] [19] Tao X, Gao H, Shen X, et al. Scalerecurrent wk f deep image deblurring[C]Proceedings of the IEEE Conference on Computer Vision Pattern Recognition. 2018: 81748182.

    [20] [20] Gao H, Tao X, Shen X, et al. Dynamic scene deblurring with parameter ive sharing nested skip connections[C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition. 2019: 38483856.

    [21] [21] Kupyn O, Budzan V, Mykhailych M, et al. Deblurgan: Blind motion deblurring using conditional adversarial wks[C]Proceedings of the IEEE Conference on Computer Vision Pattern Recognition. 2018: 81838192.

    [22] [22] Kupyn O, Martyniuk T, Wu J, et al. Deblurganv2: Deblurring (dersofmagnitude) faster better[C]Proceedings of the IEEECVF International Conference on Computer Vision. 2019: 88788887.

    [23] [23] Zhang H, Dai Y, Li H, et al. Deep stacked hierarchical multipatch wk f image deblurring[C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition. 2019: 59785986.

    [24] J Cai, W Zuo, L Zhang. Dark and bright channel prior embedded network for dynamic scene deblurring. IEEE Transactions on Image Processing, 29, 6885-6897(2020).

    [25] [25] Zhang K, Luo W, Zhong Y, et al. Deblurring by realistic blurring[C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition. 2020: 27372746.

    [26] [26] Park D, Kang D U, Kim J, et al. Multitempal recurrent neural wks f progressive nonunifm single image deblurring with incremental tempal training[C]European Conference on Computer Vision, 2020: 327343.

    [27] [27] Zou W, Jiang M, Zhang Y, et al. SDW: A straight dilated wk with wavelet transfmation f image deblurring[C]Proceedings of the IEEECVF International Conference on Computer Vision. 2021: 18951904.

    [28] Z Wang, A C Bovik, H R Sheikh, et al. Image quality assessment: from error visibility to structural similarity. IEEE Transactions on Image Processing, 13, 600-612(2004).

    [29] [29] Shen Z, Wang W, Lu X, et al. Humanaware motion deblurring[C]Proceedings of the IEEECVF International Conference on Computer Vision. 2019: 55725581.

    [30] [30] Rim J, Lee H, Won J, et al. Realwld blur dataset f learning benchmarking deblurring algithms[C]European Conference on Computer Vision, 2020: 184201.

    [31] Q Huynh-Thu, M Ghanbari. Scope of validity of PSNR in image/video quality assessment. Electronics Letters, 44, 800-801(2008).

    Tools

    Get Citation

    Copy Citation Text

    Qian Zhao, Dongming Zhou, Hao Yang, Changcheng Wang, Miao Li. Image deblurring via multi-scale feature fusion and multi-input multi-output encoder-decoder[J]. Infrared and Laser Engineering, 2022, 51(10): 20220018

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Image processing

    Received: Jan. 6, 2022

    Accepted: --

    Published Online: Jan. 6, 2023

    The Author Email:

    DOI:10.3788/IRLA20220018

    Topics