4.7 Article

Multiharmonic Postnonlinear Mixing Model for Hyperspectral Nonlinear Unmixing

Journal

IEEE GEOSCIENCE AND REMOTE SENSING LETTERS
Volume 15, Issue 11, Pages 1765-1769

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/LGRS.2018.2856406

Keywords

Harmonic mapping; multilinear mixture; non-linear hyperspectral unmixing (HSU); postnonlinear mixture

Funding

  1. National Natural Science Foundation of China [41722108, 41571349, 41325004]

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In this letter, a new method for higher order nonlinear hyperspectral unmixing is introduced. The proposed scheme relies on the harmonic description of the endmembers contributions to characterize the interactions among the materials showing up in the given scenes. Moreover, it aims at directly estimating the probability of occurrence of each material in the images, so to provide an accurate quantification of the endmembers also in complex scenarios. Experimental results carried out on synthetic and real data sets show that the proposed method is able to obtain good unmixing performance when compared to other state-of-the-art architectures.

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