Chinese Journal of Lasers, Volume. 51, Issue 3, 0307109(2024)

Detection of Tomato Fruit Sugar Content Based on Phase Imaging

Yixin Xu, Haichen Dai, Yue Zhang, Luxin Yu, Yuanyuan Xu, and Ying Ji*
Author Affiliations
  • School of Physics and Electronic Engineering, Jiangsu University, Zhenjiang 212013, Jiangsu , China
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    Figures & Tables(12)
    Hyperspectral image of the tomato
    Phase data acquisition system and bright field image and phase diagram of the tomato flesh cells. (a) Phase data acquisition system; (b) bright field image of the tomato flesh cells; (c) phase diagram of the tomato flesh cells
    Spectral curves of the tomato fruit. (a) Original spectra; (b) spectra after MSC preprocessing
    Screening of SPA characteristic bands
    CARS feature band screening. (a) The number of sampled variables; (b) RMSECV; (c) regression coefficient
    Regression curves of different sugar content prediction models. (a) MSC+CARS+PLS; (b) original+CARS+SVR
    Visualization of average sugar content of different tomatoes
    Phase imaging principle of monocyte model and phase shift distribution within the imaging plane. (a) Schematic diagram of phase imaging of monocyte model; (b) phase shift distribution of cells in the XOZ plane
    Phase peak and sample edge detection of tomato flesh cells. (a) Phase peak of a tomato flesh cell; (b) Canny operator detection for model cells; (c) Canny operator detection of tomato flesh cells
    Correlation between tomato sugar content and phase parameters. (a) Sugar content-phase envelope volume distribution; (b) sugar content-phase peak distribution
    Three-dimensional data cube of phase parameter - sugar content
    • Table 1. Prediction effect comparison of different models

      View table

      Table 1. Prediction effect comparison of different models

      ModelRC2RMSECRp2RMSEP
      Original+CARS+SVR0.9270.1100.8860.144
      MSC+CARS+PLS0.9670.0760.9040.132
      MSC+CARS+SVR0.9150.1230.8450.169
      SNV+SPA+PLS0.9290.1110.7950.197
      Original+CARS+PLS0.9540.0890.8760.147
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    Yixin Xu, Haichen Dai, Yue Zhang, Luxin Yu, Yuanyuan Xu, Ying Ji. Detection of Tomato Fruit Sugar Content Based on Phase Imaging[J]. Chinese Journal of Lasers, 2024, 51(3): 0307109

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    Paper Information

    Category: Biomedical Optical Imaging

    Received: Jun. 28, 2023

    Accepted: Oct. 7, 2023

    Published Online: Jan. 24, 2024

    The Author Email: Ji Ying (jy@ujs.edu.cn)

    DOI:10.3788/CJL230963

    CSTR:32183.14.CJL230963

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