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Endmember-Guided Unmixing Network (EGU-Net): A General Deep Learning Framework for Self-Supervised Hyperspectral Unmixing [article]

Danfeng Hong and Lianru Gao and Jing Yao and Naoto Yokoya and Jocelyn Chanussot and Uta Heiden and Bing Zhang
2021 pre-print
from the hyperspectral imagery, called endmember-guided unmixing network (EGU-Net).  ...  Inspired by the powerful learning ability of deep learning, we attempt to develop a general deep learning approach for hyperspectral unmixing, by fully considering the properties of endmembers extracted  ...  EGU-Net follows a two-stream Siamese deep network architecture for blind HU in a self-supervised fashion.  ... 
doi:10.1109/tnnls.2021 arXiv:2105.10194v1 fatcat:qplnekfjnnhi7f52kve7bpn3cu