Convolutional neural network (CNN) has exhibited enormous potentials in hyperspectral image (HSI) classification owing to excellent locally modeling ability. Although performance of CNN-based methods been witnessed, there still have some limitations their internal backbone. On the one hand, long-distance context dependencies is an inborn defect, which leads receptive field limitation and insuff...