• Spectroscopy and Spectral Analysis
  • Vol. 42, Issue 11, 3626 (2022)
Guang-lai WANG*, En-feng WANG, Cong-cong WANG, and Da-yang LIU*;
Author Affiliations
  • College of Mechanical and Electrical Engineering, Northeast Forestry University, Harbin 150000, China
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    DOI: 10.3964/j.issn.1000-0593(2022)11-3626-05 Cite this Article
    Guang-lai WANG, En-feng WANG, Cong-cong WANG, Da-yang LIU. Early Bruise Detection of Crystal Pear Based on Hyperspectral Imaging Technology and Transfer Learning[J]. Spectroscopy and Spectral Analysis, 2022, 42(11): 3626 Copy Citation Text show less
    Schematic diagram of hyperspectral image acquisition system
    Fig. 1. Schematic diagram of hyperspectral image acquisition system
    Images of crystal pear before (a) and after (b) crushing
    Fig. 2. Images of crystal pear before (a) and after (b) crushing
    The first 8 PC images based on full-band PCA of slightly bruised samples
    Fig. 3. The first 8 PC images based on full-band PCA of slightly bruised samples
    Confusion matrix of each model for the identification of crush bruise time
    Fig. 4. Confusion matrix of each model for the identification of crush bruise time
    降维方法模型训练集测试集
    SVM100%83.33%
    PCAk-NN100%85.42%
    ResNet5093.29%93.75%
    Table 1. Recognition results using discriminant models using SVM, k-NN and ResNet50 for network transfer learning
    Guang-lai WANG, En-feng WANG, Cong-cong WANG, Da-yang LIU. Early Bruise Detection of Crystal Pear Based on Hyperspectral Imaging Technology and Transfer Learning[J]. Spectroscopy and Spectral Analysis, 2022, 42(11): 3626
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