Optical Technique, Volume. 48, Issue 5, 616(2022)

Infrared images destriping method based on wavelet dilated residual U-Net

WANG Kun and YE Zhaojun
Author Affiliations
  • [in Chinese]
  • show less
    References(19)

    [2] [2] Xu Q, Huang H, Zhou C, et al. Research on real-time infrared image fault detection of substation high-voltage lead connectors based on improved YOLOv3 Network[J]. Electronics,2021,10(5):544.

    [5] [5] Guan J, Lai R, Xiong A. Learning spatiotemporal features for single image stripe noise removal[J]. IEEE Access,2019,7:144489-144499.

    [6] [6] Zeng Q, Qin H, Yan X, et al. Single infrared image-based stripe nonuniformity correction via a two-stage filtering method[J]. Sensors,2018,18(12):4299.

    [7] [7] Lee J, Ro Y M. Dual-branch structured de-striping convolution network using parametric noise model[J]. IEEE Access,2020,8:155519-155528.

    [8] [8] Huang S, Liu Z, Wang Y, et al. Wide-stripe noise removal method of hyperspectral image based on fusion of wavelet transform and local interpolation[J]. Optical Review,2017,24(2):177-187.

    [9] [9] Kim S. Two-point correction and minimum filter-based nonuniformity correction for scan-based aerial infrared cameras[J]. Optical Engineering,2012,51(10):106401.

    [10] [10] Maggioni M, Sánchez-Monge E, Foi A. Joint removal of random and fixed-pattern noise through spatiotemporal video filtering[J]. IEEE Transactions on Image Processing,2014,23(10):4282-4296.

    [11] [11] Harris J G, Chiang Y M. Nonuniformity correction of infrared image sequences using the constant-statistics constraint[J]. IEEE Transactions on Image Processing,1999,8(8):1148-1151.

    [12] [12] Tendero Y, Gilles J, Landeau S, et al. Efficient single image non-uniformity correction algorithm[C]∥Electro-Optical and Infrared Systems: Technology and Applications VII. International Society for Optics and Photonics,California, U.S.A:SPIE,2010:7834-78340E.

    [14] [14] Zheng Y B, Huang T Z, Zhao X L, et al. Double-factor-regularized low-rank tensor factorization for mixed noise removal in hyperspectral image[J]. IEEE Transactions on Geoscience and Remote Sensing,2020,58(12):8450-8464.

    [15] [15] Kuang X, Sui X, Chen Q, et al. Single infrared image stripe noise removal using deep convolutional networks[J]. IEEE Photonics Journal,2017,9(4):1-13.

    [16] [16] He Z, Cao Y, Dong Y, et al. Single-image-based nonuniformity correction of uncooled long-wave infrared detectors: A deep-learning approach[J]. Applied Optics,2018,57(18):D155-D164.

    [17] [17] Xiao P, Guo Y, Zhuang P. Removing stripe noise from infrared cloud images via deep convolutional networks[J]. IEEE Photonics Journal,2018,10(4):1-14.

    [18] [18] Kuang X, Sui X, Liu Y, et al. Robust destriping method based on data-driven learning[J]. Infrared Physics & Technology,2018,94:142-150.

    [19] [19] Guan J, Lai R, Xiong A. Wavelet deep neural network for stripe noise removal[J]. IEEE Access,2019,7:44544-44554.

    [20] [20] 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. Munich, Germany:MICCAI,2015:234-241.

    [21] [21] Wang Z, Bovik A C, Sheikh H R, et al. Image quality assessment: from error visibility to structural similarity[J]. IEEE Transactions on Image Processing,2004,13(4):600-612.

    [22] [22] Hayat M M, Torres S N, Armstrong E, et al. Statistical algorithm for nonuniformity correction in focal-plane arrays[J]. Applied optics,1999,38(5):772-780.

    Tools

    Get Citation

    Copy Citation Text

    WANG Kun, YE Zhaojun. Infrared images destriping method based on wavelet dilated residual U-Net[J]. Optical Technique, 2022, 48(5): 616

    Download Citation

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

    Category:

    Received: Sep. 29, 2021

    Accepted: --

    Published Online: Jan. 20, 2023

    The Author Email:

    DOI:

    CSTR:32186.14.

    Topics