Journal of Terahertz Science and Electronic Information Technology , Volume. 21, Issue 1, 88(2023)

Spatial-spectral fusion method of multi-stream fusion network based on joint radiometric indices

LEI Dajiang1,2、*, WANG Ji1, ZHANG Ce1, ZHANG Liping2, LI Weisheng2, and YU Hong1
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • show less

    A remote sensing image fusion method is proposed based on multi-stream fusion generative adversarial network with radiation index. This method extracts feature maps from the Multi-Spectral(MS) image and Panchromatic(PAN) image according to specific rules, and uses the generator sub-network to refine the input multi-source image, then fuses images through the main network of the generator after superimposing the features. According to the characteristics of multi-spectral and panchromatic images in the remote sensing field, the Modulation Transfer Function(MTF) is introduced into the discriminator to simultaneously discriminate the spectral information and spatial structure information of the fused images. In order to evaluate the effectiveness of the proposed method, its visual analysis is conducted and it is compared with other algorithms for objective evaluation. Experimental results show that this method is superior to other algorithms in visual effects and objective evaluation.

    Tools

    Get Citation

    Copy Citation Text

    LEI Dajiang, WANG Ji, ZHANG Ce, ZHANG Liping, LI Weisheng, YU Hong. Spatial-spectral fusion method of multi-stream fusion network based on joint radiometric indices[J]. Journal of Terahertz Science and Electronic Information Technology , 2023, 21(1): 88

    Download Citation

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

    Category:

    Received: Oct. 14, 2020

    Accepted: --

    Published Online: Mar. 14, 2023

    The Author Email: Dajiang LEI (leidj@cqupt.edu.cn)

    DOI:10.11805/tkyda2020526

    Topics