Acta Optica Sinica (Online), Volume. 2, Issue 13, 1305002(2025)

Stereoscopic Object Image Super-Resolution Reconstruction Based on Pose Estimation

Yuanchao Geng1,2, Haonan Xu1, Yao Zhang1, Gang Luo1, Yuzhen Liao1, Jingqin Su1, and Jiacheng Li1、*
Author Affiliations
  • 1Research Center of Laser Fusion, China Academy of Engineering Physics, Mianyang 621900, Sichuan , China
  • 2Graduate School of China Academy of Engineering Physics, Beijing 100088, China
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    Figures & Tables(15)
    Schematic of heat map regression
    Definition of feature points and vectors of the craft
    Diagram of SSRNet structure
    Network diagram of structural analysis module
    Diagram of encoder network and residual units
    Diagram of decoder network
    Sample dataset (the parts segmentation and feature points are colored for visualization purposes only). (a) xi; (b) y˜i; (c) p˜i; (d) h˜i
    Map of feature point locations
    Part segmentation maps and heat maps in dataset. (a) Part segmentation maps; (b) heat maps
    Results of SSRNet image super-resolution experiments
    Diagram of network structure of ablation experiment
    Performance comparisons of ablation experiment (left: super-resolution PSNR; right: part-segmentation PSNR)
    • Table 1. Performance comparison of super-resolution reconstruction methods

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      Table 1. Performance comparison of super-resolution reconstruction methods

      MethodPSNR /dBSSIM
      EDSR27.40.907
      FSRNet28.10.915
      PULSE24.10.832
      SSRNet28.60.935
    • Table 2. Performance comparison of target detection

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      Table 2. Performance comparison of target detection

      Input typemAP@0.5Motor detection APRotor detection AP
      LR image0.6230.5810.492
      SSRNet0.7010.6870.643
    • Table 3. Ablation experiment results

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      Table 3. Ablation experiment results

      ConfigurationOverall PSNRRotor PSNRComponent segmentation IoU
      SR only (A)27.825.1
      A+component segmentation (B)28.225.90.723
      A+pose estimation (C)27.926.3
      A+B+C​28.6​27.2​0.791
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    Yuanchao Geng, Haonan Xu, Yao Zhang, Gang Luo, Yuzhen Liao, Jingqin Su, Jiacheng Li. Stereoscopic Object Image Super-Resolution Reconstruction Based on Pose Estimation[J]. Acta Optica Sinica (Online), 2025, 2(13): 1305002

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    Paper Information

    Category: Optical Information Acquisition, Display, and Processing

    Received: May. 8, 2025

    Accepted: May. 23, 2025

    Published Online: Jul. 8, 2025

    The Author Email: Jiacheng Li (ljc_uestc@163.com)

    DOI:10.3788/AOSOL250458

    CSTR:32394.14.AOSOL250458

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