Acta Optica Sinica, Volume. 45, Issue 18, 1828016(2025)

Dual-Focus Image Super-Resolution Reconstruction Model for Deep Space Landers (Invited)

Huaze Sun, Enjie Hu, Menghao Li, Wenguan Zhang, Jiajian He, Qi Li*, Zhihai Xu, and Yueting Chen
Author Affiliations
  • State Key Laboratory of Extreme Photonics and Instrumentation, Zhejiang University, Hangzhou 310007,Zhejiang , China
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    Figures & Tables(12)
    Partial images of the DFSR-Lunar dataset
    Production process of DFSR-Lunar dataset
    Schematic diagram of dual-resolution camera structure
    Dual-focus image super-resolution reconstruction network structure for deep space landers
    Schematic diagram of DCN align block structure
    Schematic diagram of adaptive fusion block structure
    Schematic diagrams of FAFMB structure. (a) FEFAM; (b) PCFN
    Schematic diagram of residual channel attention block structure
    Qualitative comparisons on the DFSR-Lunar dataset (white dashed box represents the overlapping full of view area between the short-focus image and the long-focus image)
    MTF curves of the center field of view and the edge field of view. (a) Center full of view; (b) edge full of view
    • Table 1. Quantitative comparisons on the DFSR-Lunar dataset

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      Table 1. Quantitative comparisons on the DFSR-Lunar dataset

      MethodPSNR /dBSSIM
      Bicubic29.8160.800
      RCAN32.8550.861
      SwinIR32.7960.859
      TTSR31.8700.827
      DCSR33.2080.875
      Ours33.3800.887
    • Table 2. Results of ablation experiments

      View table

      Table 2. Results of ablation experiments

      MethodPSNR /dBSSIM
      w/o FAFMB33.0420.863
      w/o SISR33.1040.869
      Full model33.3800.887
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    Huaze Sun, Enjie Hu, Menghao Li, Wenguan Zhang, Jiajian He, Qi Li, Zhihai Xu, Yueting Chen. Dual-Focus Image Super-Resolution Reconstruction Model for Deep Space Landers (Invited)[J]. Acta Optica Sinica, 2025, 45(18): 1828016

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    Paper Information

    Category: Remote Sensing and Sensors

    Received: Apr. 16, 2025

    Accepted: May. 12, 2025

    Published Online: Sep. 18, 2025

    The Author Email: Qi Li (liqi@zju.edu.cn)

    DOI:10.3788/AOS250941

    CSTR:32393.14.AOS250941

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