Hyperspectral image classification (HSIC) has witnessed remarkable progress with the rise of deep learning. Nevertheless, its real-world deployment remains substantially constrained by two fundamental challenges: substantial domain discrepancies across heterogeneous sensors and the scarcity of labeled samples in the re...
Zhi-Yuan Zhang, Jiao-Jiao Li, Rui Song et al.· IEEE Transactions on Image P...· 0 citations
The multimodal fusion of hyperspectral image (HSI) and light detection and ranging (LiDAR) data has advanced remote sensing (RS) classification. However, existing methods are mainly based on the closed-set assumption and are thus less effective in real-world open-set scenarios where unknown categories may appear during...
Yile Li, Bobo Xi, Wenjie Zhang et al.· IEEE Transactions on Geoscie...· 0 citations
HiL-SSM is proposed, a hierarchical interactive linear state-space modeling framework for zero-shot planetary scene classification that employs a unified, attention-free architecture based on structured state-space models (SSMs), enabling joint optimization of visual representation learning and semantic alignment withi...
Xiao-Meng Tan, Chang-Bin Xue, Bobo Xi et al.· IEEE Transactions on Geoscie...· 0 citations
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