Spectroscopy and Spectral Analysis, Volume. 42, Issue 5, 1567(2022)

Study on Detection Method of Foxing on Paper Artifacts Based on Hyperspectral Imaging Technology

Ruo-chen DAI1,*... Huan TANG2,2; *;, Bin TANG1,1; *;, Ming-fu ZHAO1,1;, Li-yong DAI1,1;, Ya ZHAO3,3;, Zou-rong LONG1,1; and Nian-bing ZHONG1,1; |Show fewer author(s)
Author Affiliations
  • 11. Chongqing Key Laboratory of Fiber Optic Sensor and Photodetector, Chongqing University of Technology, Chongqing 400054, China
  • 22. Key Scientific Research Base of Pest and Mold Control of Museum Collections of National Cultural Heritage Administration, Chongqing China Three Gorges Museum, Chongqing 400015, China
  • 33. Chongqing University of Education, Chongqing 400065, China
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    Figures & Tables(7)
    Paper cultural relics foxing detection system
    (a)Part of foxing sample; (b), (c) Super depth of field micrograph
    Paper cultural relics reflection spectrum and average reflection spectrum
    Paper cultural relics feature band image(a): 464 nm band image; (b): 787 nm band image
    Calculation results of band math of paper cultural relics(a): 464~767 nm image; (b): 464/767 nm image; (c): 767~464 nm image; (d): 767~464 nm image
    The images of the simulating sample after MNF transformation(a): MNF-band 1; (b): MNF-band 2; (c): MNF-band 7; (d): RGB image after MNF transformation
    • Table 1. Results of the KNN and BP models for different parts of simulating sample

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      Table 1. Results of the KNN and BP models for different parts of simulating sample

      类型KNNBP神经网络
      训练集
      判别率/%
      测试集
      判别率/%
      训练集
      判别率/%
      测试集
      判别率/%
      染病部分92.279.195.283.8
      纸张部分65.257.163.263.6
      墨迹部分706083.383.3
      总体83.373.388.385
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    Ruo-chen DAI, Huan TANG, Bin TANG, Ming-fu ZHAO, Li-yong DAI, Ya ZHAO, Zou-rong LONG, Nian-bing ZHONG. Study on Detection Method of Foxing on Paper Artifacts Based on Hyperspectral Imaging Technology[J]. Spectroscopy and Spectral Analysis, 2022, 42(5): 1567

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    Paper Information

    Category: Research Articles

    Received: Apr. 13, 2021

    Accepted: --

    Published Online: Nov. 10, 2022

    The Author Email: DAI Ruo-chen (1434437978@qq.com)

    DOI:10.3964/j.issn.1000-0593(2022)05-1567-05

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