Laser & Optoelectronics Progress, Volume. 55, Issue 6, 062801(2018)

Super Resolution Reconstruction of Remote Sensing Images Based on Online Variational Bayesian Estimation

Li Li1、1; , Lichun Sui1,2、1; 2; , Junmei Kang1、1; , and Xue Wang1、1;
Author Affiliations
  • 1 College of Geology Engineering and Geomatics, Chang'an University, Xi'an, Shaanxi 710054, China
  • 2 National Administration of Surveying, Mapping and Geoinformation Engineering Research Center of Geographic National Conditions Monitoring, Xi'an, Shaanxi 710054 China
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    References(25)

    [1] Zhong J S, Jiang N, Hu B et al. A super-resolution model and algorithm of remote sensing image based on sparse representation[J]. Acta Geodaetica et Cartographica Sinica, 43, 276-283(2014).

    [2] Cheng X J, Cheng X L, Hu M J et al. Buildings detection and contour extraction by the fusion of aerial images and LIDAR point cloud[J]. Chinese Journal of Lasers, 43, 0514002(2016).

    [3] Xu Q[M]. Remote sensing images fusion and resolution enhancement technology, 1-34(2007).

    [4] Zhu H, Song W D, Tan H et al. Remote sensing images super resolution reconstruction based on multi-scale detail enhancement[J]. Acta Geodaetica et Cartographica Sinica, 45, 1081-1088(2016).

    [5] Zhong J S. Research on super-resolution reconstruction algorithm of optical remote sensing images based on sparse representation[D]. Nanjing: Nanjing Normal University(2013).

    [6] Shen H F, Li P X, Zhang L P et al. Overview on super resolution image reconstruction[J]. Optical Technique, 35, 194-199(2009).

    [7] Harris J L. Diffraction and resolving power[J]. Journal of the Optical Society of America, 54, 931-933(1964).

    [9] Yang C, Yang B, Huang G Y. Remote sensing image fusion based on multispectral image super-resolution[J]. Laser & Optoelectronics Progress, 53, 021001(2016).

    [11] Shen H F, Li P X, Zhang L P. Adaptive regularized MAP super-resolution reconstruction method[J]. Geomatics and Information Science of Wuhan University, 31, 949-952(2006).

    [13] Freeman W T, Jones T R, Pasztor E C. Example-based super-resolution[J]. IEEE Computer Graphics and Applications, 22, 56-65(2002).

    [14] Chang H, Yeung D Y, Xiong Y M. Super-resolution through neighbor embedding[C]. Washington: Proceedings of the 2004 IEEE Computer Society Conference on Computer Vision and Pattern Recognitio, 1, 275-282(2004).

    [16] Xiao J S, Liu E Y, Zhu L et al. Improved image super-resolution algorithin based on convolutional neural network[J]. Acta Optica Sinica, 37, 0318011(2017).

    [17] Yang M, Dai D X, Shen L L et al. Latent dictionary learning for sparse representation based classification[C]. Columbus: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 527, 4138-4145(2014).

    [18] Zeyde R, Elad M, Protter M. On single image scale-up using sparse representations[C]. Avignon: Proceedings of the 7th international conference on Curves and Surfaces, 711-730(2010).

    [19] Zhang J, Zhao C, Xiong R Q et al. Image super-resolution via dual-dictionary learning and sparse representation[C]. Seoul: IEEE International Symposium on Circuits and Systems, 1688-1691(2012).

    [20] Zhou M Y, Chen H J, Paisley J et al. Non-parametric Bayesian dictionary learning for sparse image representations[C]. Vancouver: International Conference on Neural Information Processing Systems, 2295-2303(2009).

    [23] Beal M J. Variational algorithms for approximate Bayesian inference[D]. London: University of London(2003).

    [24] Bishop C M. Pattern recognition and machine learning[M]. New York: Springer, 523-556(2006).

    [25] Sinha N K, Griscik M P. A stochastic approximation method[J]. IEEE Transactions on Systems Man & Cybernetics, 1, 338-344(2007).

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    Li Li, Lichun Sui, Junmei Kang, Xue Wang. Super Resolution Reconstruction of Remote Sensing Images Based on Online Variational Bayesian Estimation[J]. Laser & Optoelectronics Progress, 2018, 55(6): 062801

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    Paper Information

    Category: Remote Sensing and Sensors

    Received: Oct. 27, 2017

    Accepted: --

    Published Online: Sep. 11, 2018

    The Author Email: Li Li (15829779607@163.com)

    DOI:10.3788/LOP55.062801

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