Acta Geodaetica et Cartographica Sinica ›› 2017, Vol. 46 ›› Issue (11): 1841-1849.doi: 10.11947/j.AGCS.2017.20170109

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A Spiral-based Construction of Adjacent Pixel Sets for Linear Spectral Unmixing

LIU Boyu1,2, CHEN Jun2, XING Huaqiao2,3, WU Hao2, ZHANG Jun2   

  1. 1. College of Geo-exploration Science and Technology, Jilin University, Changchun 130026, China;
    2. National Geomatics Center of China, Beijing 100830, China;
    3. Geoscience and Surveying Engineering College, China University of Mining and Technology(Beijing), Beijing 100083, China
  • Received:2017-03-09 Revised:2017-07-12 Online:2017-11-20 Published:2017-12-05
  • Supported by:

    The State Key Program of National Natural Science Foundation of China (No. 41231172)

Abstract:

The problem of spectral mixing in fragmented landscape prevents the potentiality of high temporal resolution image from land surface detail dynamic monitoring. The general way is unmixing the spectrum to components based on linear spectral mixing model,with the aid of neighborhood pixels and the least squares method. However,constructing the neighborhood pixel set by a window leads to the underdetermined problem in some areas. This paper analyses the cause of the problem,and introduces spiral to construct optimal neighborhood pixel set as a solution. Experiment on GlobeLand 30 shows that the spiral method has a good applicability for each land surface type. Compared with the traditional method,the overall accuracy can be enhanced by 2%,the accuracy of unmixed results can be improved by nearly one order of magnitude.

Key words: linear spectral unmixing, mixed pixel, adjacent pixel, spiral, window

CLC Number: