Laser & Optoelectronics Progress, Volume. 61, Issue 24, 2417001(2024)

Automatic Diagnosis Method for Scoliosis Based on Spatial Attention Mechanism

Hongwei Ren1, Zhifeng Zhou1、*, Wenjie Li2, and Guoling Chen2
Author Affiliations
  • 1School of Mechanical and Automotive Engineering, Shanghai University of Engineering Science, Shanghai 201620, China
  • 2Shanghai Institute of Space Power-Sources, Shanghai 200245, China
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    Figures & Tables(17)
    Schematic diagram of attention mechanism principle
    Flowchart of automated scoliosis diagnosis
    Structure of vertebral localisation network
    Structure of space attention gate control unit
    Structure of prediction module
    Positioning of vertebral ROI
    Inspection flowchart for Cobb angle
    Example of vertebral index
    Example of dataset labelling
    Training loss. (a) Vertebral center; (b) locating point
    Image processing
    Detection results by different methods. (a) Original images; (b) detection results by method based on vertebral centroid regression; (c) detection results by method based on vertebral corner landmark regression; (d) detection results by method based on vertebral segmentation; (e) detection results by proposed method
    Cobb angle by manual measurement
    • Table 1. Evaluation results of comparison experiment

      View table

      Table 1. Evaluation results of comparison experiment

      MethodSMAPEPT /%SMAPEMT /%SMAPETL /%FPS /(frame·s-1Parameters /M
      Method in Ref. [1714.6727.9235.1414.7218.74
      Method in Ref. [1812.3226.4332.1111.8227.47
      Method in Ref. [199.3924.8330.762.6744.92
      Proposed method6.9717.7824.266.9224.18
    • Table 2. Evaluation results of ablation experiments

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      Table 2. Evaluation results of ablation experiments

      Number of experimentPrediction moduleEncoder moduleAttention gateSMAPEPTSMAPEMTSMAPETL
      114.8326.5235.43
      29.4321.6527.19
      312.4725.1633.77
      46.9717.7824.26
    • Table 3. Reliability analysis of manual measurement method

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      Table 3. Reliability analysis of manual measurement method

      DoctorICCMAD /(°)
      10.9572.19
      20.9512.34
    • Table 4. Consistency analysis of results between automatic measurement and manual measurements from two doctors

      View table

      Table 4. Consistency analysis of results between automatic measurement and manual measurements from two doctors

      DoctorICCMAD /(°)
      10.9013.05
      20.9132.90
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    Hongwei Ren, Zhifeng Zhou, Wenjie Li, Guoling Chen. Automatic Diagnosis Method for Scoliosis Based on Spatial Attention Mechanism[J]. Laser & Optoelectronics Progress, 2024, 61(24): 2417001

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    Paper Information

    Category: Medical Optics and Biotechnology

    Received: Mar. 27, 2024

    Accepted: Apr. 24, 2024

    Published Online: Dec. 12, 2024

    The Author Email: Zhifeng Zhou (zhousjtu@126.com)

    DOI:10.3788/LOP240979

    CSTR:32186.14.LOP240979

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