Chinese Journal of Liquid Crystals and Displays, Volume. 40, Issue 7, 1067(2025)

Super-resolution of remote sensing images based on conditional prior enhancement and diffusion models

Xiao ZHAO and Guanglei DU*
Author Affiliations
  • School of Electronic Information and Artificial Intelligence,Shaanxi University of Science & Technology,Xi'an 710021,China
  • show less
    References(36)

    [1] LI M Z, MA H R, WU P H. The application of remote sensing in agriculture[J]. Journal of Tianjin Agricultural University, 26, 78-82(2019).

    [3] DAI Y W. The Application of remote sensing technology in urban construction planning[J]. Technology and Market, 29, 80-81(2022).

    [4] CHANG R, MA H Y. Application of remote sensing in environmental monitoring of tailings pond[J]. Environmental Monitoring in China, 40, 224-233(2024).

    [5] MA X X, JIAO R C, CAO Y et al. Application of integrated remote sensing monitoring technology for geological hazards in major engineering construction: a case study of the Yanqing competition area of the Beijing 2022 Olympic Winter Games[J]. Remote Sensing for Natural Resources, 36, 248-256(2024).

    [7] GU H Y, YANG Y, LI H T et al. Dynamic construction of high-resolution remote sensing image sample datasets and intelligent interpretation applications[J]. Acta Geodaetica et Cartographica Sinica, 53, 1165-1179(2024).

    [8] GONG J Q. Research on building change detection from high-resolution remote sensing images in complex urban scenes[J]. Acta Geodaetica et Cartographica Sinica, 52, 1233(2023).

    [9] LU Z G, CHEN F M, YUAN C et al. Research on extracting special plant planting plots from high-resolution remote sensing images using I-PSPNet semantic segmentation model[J]. Remote Sensing Technology and Application, 39, 222-233(2024).

    [10] ZHANG Z Z, GAO K, LI W et al. A survey on the optical remote sensing image super-resolution technology[J]. Spacecraft Recovery & Remote Sensing, 41, 21-33(2020).

    [11] LIU Z B, ZHANG S, BAO Y et al. Progress of application research on cheminformatics in deep learning[J]. Chinese Journal of Applied Chemistry, 40, 360-373(2023).

    [12] ZHOU C R, WANG Z T, YANG S W et al. Application progress of chemometrics and deep learning methods in Raman spectroscopy signal processing[J]. Chinese Journal of Analytical Chemistry, 51, 1232-1242(2023).

    [13] KONG D M, HE S W, LI X Y et al. Classification method for petroleum pollutants based on Inception-one-dimensional convolutional neural network and infrared spectroscopy[J]. Chinese Journal of Analytical Chemistry, 52, 1287-1297(2024).

    [14] ZHENG Y, YANG S Y, WANG T et al. Near infrared spectral analysis based on data augmentation strategy and convolutional neural network[J]. Chinese Journal of Analytical Chemistry, 52, 1266-1276(2024).

    [25] SAHARIA C, HO J, CHAN W et al. Image super-resolution via iterative refinement[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 45, 4713-4726(2023).

    [27] ZHAO X, WANG R N, YANG C et al. Image semantic segmentation algorithm based on improved DeepLabv3[J]. Journal of Shaanxi University of Science & Technology, 42, 182-188(2024).

    [33] NICHOL A Q, DHARIWAL P. Improved denoising diffusion probabilistic models[C], 8162-8171(2021).

    Tools

    Get Citation

    Copy Citation Text

    Xiao ZHAO, Guanglei DU. Super-resolution of remote sensing images based on conditional prior enhancement and diffusion models[J]. Chinese Journal of Liquid Crystals and Displays, 2025, 40(7): 1067

    Download Citation

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

    Category:

    Received: Feb. 26, 2025

    Accepted: --

    Published Online: Aug. 11, 2025

    The Author Email: Guanglei DU (657396445@qq.com)

    DOI:10.37188/CJLCD.2025-0045

    Topics