Hyperspectral image (HSI) classification is one of the most active research topics and has achieved promising results boosted by recent development deep learning. However, state-of-the-art approaches tend to perform poorly when training testing images are on different domains, e.g., source domain target domain, respectively, due spectral variability caused acquisition conditions. Transfer learn...