• Laser & Optoelectronics Progress
  • Vol. 55, Issue 7, 71014 (2018)
Xu Meng′en1, Xie Baoling1、*, and Xu Guoming1、2
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
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    DOI: 10.3788/lop55.071014 Cite this Article Set citation alerts
    Xu Meng′en, Xie Baoling, Xu Guoming. Hyperspectral Image Super-Resolution Method Based on Spatial Spectral Joint Sparse Representation[J]. Laser & Optoelectronics Progress, 2018, 55(7): 71014 Copy Citation Text show less
    References

    [1] Yi C. Research on spatial-spectral resolution enhancement of hyperspectral image[D]. Xi′an: Northwestern Polytechnical University, 2016: 1-5.

    [2] Wu L D, Yao Z H, Ren Z W. Techniques onprocessing of hyperspectral images in perception of battlefield environment[J]. Journal of Equipment Academy, 2017, 28(3): 1-7.

    [3] Liu L X, Li M Z, Zhao Z G, et al. Recent advances of hyperspectral imaging application in biomediction[J]. Chinese Journal of Lasers, 2017, 45(2): 0207017.

    [4] Zhang L P, Li J Y. Review and prospect of hyperspectral image sparse information processing[J]. Journal of Remote Sensing, 2016, 20(5): 1091-1101.

    [5] Lanaras C, Baltsavias E, Schindler K. Hyperspectral super-resolution by coupled spectral unmixing[C]. IEEE International Conference on Computer Vision, 2015: 3586-3594.

    [6] Bioucas-Dias J M, Plaza A, Camps-Valls G, et al. Hyperspectral remote sensing data analysis and future challenges[J]. IEEE Transactions on Geoscience and Remote Sensing, 2013, 1(2): 6-36.

    [7] Su H, Zhou J, Zhang Z H. Review of image super resolution reconstruction methods[J]. Journal of Automation, 2013, 39(8): 1202-1213.

    [8] Akgun T, Altunbasak Y, Mersereau R. Super-resolution reconstruction of hyperspectral images[J]. IEEE Transactions on Image Processing, 2005, 14(11): 1860-1875.

    [9] Zhang H Y, Zhang L P, Shen H F. A super-resolution reconstruction algorithm for hyperspectral images[J]. Signal Processing, 2012, 92(9): 2082-2096.

    [10] Huang W, Xiao L, Liu H, et al. Hyperspectral imagery super-resolution by compressive sensing inspired dictionary learning and spatial-spectral regularization[J]. Sensors, 2015, 15(1): 2041-2053.

    [11] Xu P, Xiao C, Zhang J C, et al. Denoising method for plant hyperspectral data based on grouped 3D discrete cosine transform dictionary[J]. Acta Optica Sinica, 2017, 37(6): 0630003.

    [12] Huang B, Song H, Cui H, et al. Spatial and spectrali image fusion using sparse matrix factorization[J]. IEEE Transactions on Geoscience & Remote Sensing, 2014, 52(3): 1693-1704.

    [13] Nezhad Z H, Karami A, Heylen R, et al. Fusion of hyperspectral and multispectral images using spectral unmixing and sparse coding[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2016, 9(6): 2377-2389.

    [14] Zhou Y, Feng L, Hou C, et al. Hyperspectral and multispectral image fusion based on local low rank and coupled spectral unmixing[J]. IEEE Transactions on Geoscience & Remote Sensing, 2017, 55(10): 5997-6009.

    [15] Akhtar N, Shafait F and Mian A. Sparse spatio-spectral representation for hyperspectral image super resolution[C]. European Conference on Computer Vision, 2014, 8695: 63-78.

    [16] Pan Z, Yu J, Huang H, et al. Super-resolution based on compressive sensing and structural self-similarity for remote sensing images[J]. IEEE Transactions on Geoscience & Remote Sensing, 2013, 51(9): 4864-4876.

    [17] Belmerhnia L, Djermoune E H, Brie D. Greedy methods for simultaneous sparse approximation[C]. Signal Processing Conference, 2014: 1851-1855.

    [18] Akgun T, Altunbasak Y, Mersereau R M. Super-resolution reconstruction of hyperspectral images[J]. IEEE Transactions on Image Processing, 2005, 14(11): 1860-1875.

    Xu Meng′en, Xie Baoling, Xu Guoming. Hyperspectral Image Super-Resolution Method Based on Spatial Spectral Joint Sparse Representation[J]. Laser & Optoelectronics Progress, 2018, 55(7): 71014
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