Laser & Optoelectronics Progress, Volume. 59, Issue 2, 0210016(2022)

Optimization Method for Infrared Eye Movement Image Segmentation

Chang Li, Yu Liu*, and Jinglin Sun
Author Affiliations
  • College of Microelectronics, Tianjin University, Tianjin 300072, China
  • show less
    Figures & Tables(11)
    Schematic diagram of the label of the eye area image. (a) Original image; (b) label image
    Structure of the S-RITnet
    Structure of the ESRGAN
    Reproduction results of eye area images of different algorithms. (a) Original image; (b) bilinear interpolation; (c) bicubic interpolation; (d) ESRGAN
    Comparison of image equalization effect. (a) Orignial image; (b) linear transformation; (c) Gamma transformation; (d) HE; (e) CLAHE
    Structure of the RITnet
    Experiment evaluation curve and segmentation results. (a) MIoU curve of the validation set; (b) segmentation results of each data set
    Segmentation results of the RITnet data set. (a) Original image; (b) BE50-RITnet; (c) BE100-RITnet; (d) S-RITnet (NE); (e) label
    • Table 1. Information statistics of volunteers

      View table

      Table 1. Information statistics of volunteers

      Volunteer genderNumber of volunteersAverage age
      Male2524
      Female2224
    • Table 2. Evaluation results of eye area image

      View table

      Table 2. Evaluation results of eye area image

      ScoreNumber
      1-2224
      2.5-3219
      3.5-4212
      4.5-5145
    • Table 3. Segmentation result of eye area image

      View table

      Table 3. Segmentation result of eye area image

      Data setMIoUF1-score
      BE1000.91590.948
      NE0.94060.972
    Tools

    Get Citation

    Copy Citation Text

    Chang Li, Yu Liu, Jinglin Sun. Optimization Method for Infrared Eye Movement Image Segmentation[J]. Laser & Optoelectronics Progress, 2022, 59(2): 0210016

    Download Citation

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

    Category: Image Processing

    Received: Dec. 2, 2020

    Accepted: Mar. 16, 2021

    Published Online: Dec. 23, 2021

    The Author Email: Liu Yu (liuyu@tju.edu.cn)

    DOI:10.3788/LOP202259.0210016

    Topics