Chinese Journal of Lasers, Volume. 52, Issue 9, 0907107(2025)

Ultra‐Wide‐Angle Fundus Images Stitching Based on Bidirectional Linear Weight Fusion

Guilin Liu1...2, Dewen Xu1,2, Lin Ji2, Yun Xiao2, Xin Miu2, Wei Xia3 and Yunhai Zhang2,* |Show fewer author(s)
Author Affiliations
  • 1Division of Life Sciences and Medicine, School of Biomedical Engineering (Suzhou), University of Science and Technology of China, Hefei 230026, Anhui , China
  • 2Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou 215163, Jiangsu , China
  • 3Department of Ophthalmology, the First Affiliated Hospital of Soochow University, Suzhou 215006, Jiangsu , China
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    Figures & Tables(20)
    The process of ultra-widefield retinal image stitching
    Color fundus image and each channel component. (a) Color fundus image; (b) red channel; (c) green channel; (d) blue channel
    Green channel fundus images to be processed and CLAHE processed results
    Candidate point detection schematic
    Coarse matching results of feature points
    Accurate matching results of feature points
    Two images to be stitched in the panoramic view coordinate system
    Binary mask of the images to be stitched
    Binary mask of overlapping area. (a) Two geometric centers of a binary mask; (b) the overlapping mask after rotation
    Linear weight mask of the overlapping region after rotation. (a) Left side linear weight mask; (b) right side linear weight mask
    Mask generation results. (a) Left mask; (b) right mask
    Stitching of multi-angle images with different exposure differences. (a)‒(c) Stitching of low exposure differential images;
    Stitching of the left and right fundus images from the same physical examination personnel. (a) Four images of the left eye;
    Stitched images of three fusion algorithms. (a)‒(c) Maximum fusion algorithm; (d)‒(f) gradual in and gradual out fusion algorithm; (g)‒(i) our algorithm
    Local entropy images of stitched images of three fusion algorithms. (a)‒(c) Maximum fusion algorithm; (d)‒(f) gradual in and gradual out fusion algorithm; (g)‒(i) our algorithm
    Stitched images of three fusion algorithms and the mask of overlapping region. (a) (b) Maximum fusion algorithm; (c)(d) gradual in and gradual out fusion algorithm; (e)(f) our algorithm
    Original image and reference image. (a) Original image; (b) reference image
    • Table 1. SSIM of stitched images of three fusion algorithms

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      Table 1. SSIM of stitched images of three fusion algorithms

      AlgorithmSSIM
      Maximum fusion algorithm0.9420
      Gradual in and gradual out fusion algorithm0.9559
      Our algorithm0.9619
    • Table 2. Indexes of stitched images of three fusion algorithms

      View table

      Table 2. Indexes of stitched images of three fusion algorithms

      AlgorithmImageInformation entropyStandard deviationAverage gradient
      Maximum fusion algorithmFig. 14(a)6.106946.196320.6679
      Fig. 14(b)6.180746.701617.7322
      Fig. 14(c)5.916450.188319.0761
      Gradual in and gradual out fusion algorithmFig. 14(d)6.187345.861320.7163
      Fig. 14(e)6.263846.218717.7938
      Fig. 14(f)5.870950.298418.9035
      Our algorithmFig. 14(g)6.054445.434220.2118
      Fig. 14(h)6.027240.92788.8050
      Fig. 14(i)5.803747.084618.8910
    • Table 3. Stitching quality of the three fusion algorithms for the images with large exposure difference

      View table

      Table 3. Stitching quality of the three fusion algorithms for the images with large exposure difference

      AlgorithmImageAverage gradientStandard deviationInformation entropy
      Maximum fusion algorithmFig. 14(b)17.732246.70166.1807
      Gradual in and gradual out fusion algorithmFig. 14(e)17.793846.21876.2638
      Our algorithmFig. 14(h)8.805040.92786.0272
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    Guilin Liu, Dewen Xu, Lin Ji, Yun Xiao, Xin Miu, Wei Xia, Yunhai Zhang. Ultra‐Wide‐Angle Fundus Images Stitching Based on Bidirectional Linear Weight Fusion[J]. Chinese Journal of Lasers, 2025, 52(9): 0907107

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    Paper Information

    Category: Biomedical Optical Imaging

    Received: Dec. 21, 2024

    Accepted: Jan. 31, 2025

    Published Online: Apr. 24, 2025

    The Author Email: Yunhai Zhang (zhangyh@sibet.ac.cn)

    DOI:10.3788/CJL241481

    CSTR:32183.14.CJL241481

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