Acta Optica Sinica, Volume. 40, Issue 5, 0530001(2020)

Spectral Information Unmixing of Mixed Pigment Based on Clustering Optimization FastICA Algorithm

Lei Yang1, Huiqin Wang1、*, Ke Wang1, and Zhan Wang2
Author Affiliations
  • 1College of Information and Control Engineering, Xi′an University of Architecture and Technology, Xi′an, Shaanxi 710055, China
  • 2Shaanxi Provincial Institute of Cultural Relics Protection, Xi′an, Shaanxi 710075, China
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    Figures & Tables(11)
    Flow chart of the FC-FastICA algorithm
    Flow chart of experimental system
    Experimental equipment of spectral reflectance acquisition system
    Spectral reflectance of pigment. (a) Primary reflectance of Chorme and Orpiment; (b) mixed reflectance of Chorme and Orpiment; (c) primary reflectance of Vermillion and Minium; (d) mixed reflectance of Vermillion and Minium; (e) primary reflectance of Vermillion and Azurite; (f) mixed reflectance of Vermillion and Azurite
    K/S value of the spectral reflectance of mixed pigment. (a) K/S value of the reflectance of mixed pigment with Chorme and Orpiment; (b) K/S value of the reflectance of mixed pigment with Vermillion and Minium; (c) K/S value of the reflectance of mixed pigment with Vermillion and Azurite
    Contrast chart of de-mixing results of Chorme and Orpiment mixed pigment. (a) Contrast chart of the K/S value of the de-mixing with Chorme; (b) contrast chart of the K/S value of the de-mixing with Orpiment
    Contrast chart of the de-mixing results of Vermillion and Minium mixed pigment. (a) Contrast chart of the K/S value of the de-mixing with Vermillion; (b) contrast chart of the K/S value of the de-mixing with Minium
    Contrast chart of de-mixing results of Vermillion and Azurite mixed pigment. (a) Contrast chart of the K/S value of the de-mixing with Vermillion; (b) contrast chart of the K/S value of the de-mixing with Azurite
    XRMSE of de-mixing results of two algorithms
    • Table 1. Mixed pigment blocks

      View table

      Table 1. Mixed pigment blocks

      Mixed pigment1∶51∶31∶13∶15∶1
    • Table 2. Comparison of demixing accuracy between two algorithms

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      Table 2. Comparison of demixing accuracy between two algorithms

      MethodFastICAFC-FastICA
      XRMSEXGFC /%DSAMXRMSEXGFC /%DSAM
      Chorme0.105899.510.09910.067299.880.0485
      Orpiment0.123899.350.10750.073399.890.0478
      Vermilion10.178599.260.12160.069199.880.0484
      Minium0.179199.350.11440.037199.980.0397
      Vermilion20.178899.260.12160.112499.740.0722
      Azurite0.368296.850.25190.178898.670.1630
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    Lei Yang, Huiqin Wang, Ke Wang, Zhan Wang. Spectral Information Unmixing of Mixed Pigment Based on Clustering Optimization FastICA Algorithm[J]. Acta Optica Sinica, 2020, 40(5): 0530001

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    Paper Information

    Category: Spectroscopy

    Received: Jul. 2, 2019

    Accepted: Nov. 18, 2019

    Published Online: Mar. 10, 2020

    The Author Email: Wang Huiqin (hqwang@xauat.edu.cn)

    DOI:10.3788/AOS202040.0530001

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